DataFrame
NO COMPARISON TARGET
1459
ROWS
0
DUPLICATES
4.1 MB
RAM
80
FEATURES
54
CATEGORICAL
25
NUMERICAL
1
TEXT
2.1.4
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
Id
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
1,459
(100%)
ZEROES:
---
MAX
2,919
95%
2,846
Q3
2,554
MEDIAN
2,190
AVG
2,190
Q1
1,826
5%
1,534
MIN
1,461
RANGE
1,458
IQR
729
STD
421
VAR
178k
KURT.
-1.20
SKEW
0.00
SUM
3.2M
2
MSSubClass
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
16
(1%)
ZEROES:
---
MAX
190
95%
160
Q3
70
AVG
57
MEDIAN
50
Q1
20
5%
20
MIN
20
RANGE
170
IQR
50.0
STD
42.7
VAR
1,827
KURT.
1.35
SKEW
1.35
SUM
83,715
3
MSZoning
VALUES:
1,455
(>99%)
MISSING:
4
(<1%)
DISTINCT:
5
(<1%)
4
LotFrontage
VALUES:
1,232
(84%)
MISSING:
227
(16%)
DISTINCT:
115
(8%)
ZEROES:
---
MAX
200
95%
107
Q3
80
AVG
69
MEDIAN
67
Q1
58
5%
27
MIN
21
RANGE
179
IQR
22.0
STD
22.4
VAR
501
KURT.
2.59
SKEW
0.662
SUM
84,491
5
LotArea
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
1,106
(76%)
ZEROES:
---
MAX
56,600
95%
16,873
Q3
11,518
AVG
9,819
MEDIAN
9,399
Q1
7,391
5%
3,086
MIN
1,470
RANGE
55,130
IQR
4,126
STD
4,956
VAR
24.6M
KURT.
20.7
SKEW
3.12
SUM
14.3M
6
Street
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
7
Alley
VALUES:
107
(7%)
MISSING:
1,352
(93%)
DISTINCT:
2
(<1%)
8
LotShape
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
9
LandContour
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
10
Utilities
VALUES:
1,457
(>99%)
MISSING:
2
(<1%)
DISTINCT:
1
(<1%)
11
LotConfig
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
12
LandSlope
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
13
Neighborhood
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
25
(2%)
14
Condition1
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
15
Condition2
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
16
BldgType
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
17
HouseStyle
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
18
OverallQual
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
19
OverallCond
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
20
YearBuilt
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
106
(7%)
ZEROES:
---
MAX
2,010
95%
2,007
Q3
2,001
MEDIAN
1,973
AVG
1,971
Q1
1,953
5%
1,915
MIN
1,879
RANGE
131
IQR
48.0
STD
30.4
VAR
924
KURT.
-0.579
SKEW
-0.588
SUM
2.9M
21
YearRemodAdd
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
61
(4%)
ZEROES:
---
MAX
2,010.0
95%
2,007.0
Q3
2,004.0
MEDIAN
1,992.0
AVG
1,983.7
Q1
1,963.0
5%
1,950.0
MIN
1,950.0
RANGE
60.0
IQR
41.0
STD
21.1
VAR
446
KURT.
-1.41
SKEW
-0.400
SUM
2.9M
22
RoofStyle
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
23
RoofMatl
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
24
Exterior1st
VALUES:
1,458
(>99%)
MISSING:
1
(<1%)
DISTINCT:
13
(<1%)
25
Exterior2nd
VALUES:
1,458
(>99%)
MISSING:
1
(<1%)
DISTINCT:
15
(1%)
26
MasVnrType
VALUES:
1,443
(99%)
MISSING:
16
(1%)
DISTINCT:
4
(<1%)
27
MasVnrArea
VALUES:
1,444
(99%)
MISSING:
15
(1%)
DISTINCT:
303
(21%)
ZEROES:
877
(60%)
MAX
1,290
95%
479
Q3
164
AVG
101
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,290
IQR
164
STD
178
VAR
31,551
KURT.
8.38
SKEW
2.53
SUM
145k
28
ExterQual
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
29
ExterCond
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
30
Foundation
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
31
BsmtQual
VALUES:
1,415
(97%)
MISSING:
44
(3%)
DISTINCT:
4
(<1%)
32
BsmtCond
VALUES:
1,414
(97%)
MISSING:
45
(3%)
DISTINCT:
4
(<1%)
33
BsmtExposure
VALUES:
1,415
(97%)
MISSING:
44
(3%)
DISTINCT:
4
(<1%)
34
BsmtFinType1
VALUES:
1,417
(97%)
MISSING:
42
(3%)
DISTINCT:
6
(<1%)
35
BsmtFinSF1
VALUES:
1,458
(>99%)
MISSING:
1
(<1%)
DISTINCT:
669
(46%)
ZEROES:
462
(32%)
MAX
4,010
95%
1,291
Q3
754
AVG
439
MEDIAN
350
Q1
0
5%
0
MIN
0
RANGE
4,010
IQR
754
STD
455
VAR
207k
KURT.
2.67
SKEW
1.17
SUM
640k
36
BsmtFinType2
VALUES:
1,417
(97%)
MISSING:
42
(3%)
DISTINCT:
6
(<1%)
37
BsmtFinSF2
VALUES:
1,458
(>99%)
MISSING:
1
(<1%)
DISTINCT:
161
(11%)
ZEROES:
1,278
(88%)
MAX
1,526
95%
448
Q3
0
AVG
53
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,526
IQR
0.00
STD
177
VAR
31,242
KURT.
17.7
SKEW
4.04
SUM
76,719
38
BsmtUnfSF
VALUES:
1,458
(>99%)
MISSING:
1
(<1%)
DISTINCT:
793
(54%)
ZEROES:
123
(8%)
MAX
2,140
95%
1,488
Q3
798
AVG
554
MEDIAN
460
Q1
219
5%
0
MIN
0
RANGE
2,140
IQR
578
STD
437
VAR
191k
KURT.
0.333
SKEW
0.920
SUM
808k
39
TotalBsmtSF
VALUES:
1,458
(>99%)
MISSING:
1
(<1%)
DISTINCT:
736
(50%)
ZEROES:
41
(3%)
MAX
5,095
95%
1,782
Q3
1,305
AVG
1,046
MEDIAN
988
Q1
784
5%
392
MIN
0
RANGE
5,095
IQR
521
STD
443
VAR
196k
KURT.
5.20
SKEW
0.814
SUM
1.5M
40
Heating
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
41
HeatingQC
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
42
CentralAir
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
43
Electrical
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
44
1stFlrSF
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
789
(54%)
ZEROES:
---
MAX
5,095
95%
1,829
Q3
1,382
AVG
1,157
MEDIAN
1,079
Q1
874
5%
630
MIN
407
RANGE
4,688
IQR
509
STD
398
VAR
159k
KURT.
8.05
SKEW
1.56
SUM
1.7M
45
2ndFlrSF
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
407
(28%)
ZEROES:
839
(58%)
MAX
1,862
95%
1,117
Q3
676
AVG
326
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,862
IQR
676
STD
421
VAR
177k
KURT.
-0.275
SKEW
0.913
SUM
476k
46
LowQualFinSF
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
15
(1%)
ZEROES:
1,445
(>99%)
MAX
1,064
95%
0
Q3
0
AVG
4
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,064
IQR
0.00
STD
44.0
VAR
1,940
KURT.
309
SKEW
16.2
SUM
5,170
47
GrLivArea
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
879
(60%)
ZEROES:
---
MAX
5,095
95%
2,461
Q3
1,721
AVG
1,486
MEDIAN
1,432
Q1
1,118
5%
864
MIN
407
RANGE
4,688
IQR
604
STD
486
VAR
236k
KURT.
2.92
SKEW
1.13
SUM
2.2M
48
BsmtFullBath
VALUES:
1,457
(>99%)
MISSING:
2
(<1%)
DISTINCT:
4
(<1%)
49
BsmtHalfBath
VALUES:
1,457
(>99%)
MISSING:
2
(<1%)
DISTINCT:
3
(<1%)
50
FullBath
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
51
HalfBath
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
52
BedroomAbvGr
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
53
KitchenAbvGr
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
54
KitchenQual
VALUES:
1,458
(>99%)
MISSING:
1
(<1%)
DISTINCT:
4
(<1%)
55
TotRmsAbvGrd
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
15.0
95%
9.0
Q3
7.0
AVG
6.4
MEDIAN
6.0
Q1
5.0
5%
4.0
MIN
3.0
RANGE
12.0
IQR
2.00
STD
1.51
VAR
2.28
KURT.
1.52
SKEW
0.843
SUM
9,316
56
Functional
VALUES:
1,457
(>99%)
MISSING:
2
(<1%)
DISTINCT:
7
(<1%)
57
Fireplaces
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
58
FireplaceQu
VALUES:
729
(50%)
MISSING:
730
(50%)
DISTINCT:
5
(<1%)
59
GarageType
VALUES:
1,383
(95%)
MISSING:
76
(5%)
DISTINCT:
6
(<1%)
60
GarageYrBlt
VALUES:
1,381
(95%)
MISSING:
78
(5%)
DISTINCT:
97
(7%)
ZEROES:
---
MAX
2,207
95%
2,007
Q3
2,002
MEDIAN
1,979
AVG
1,978
Q1
1,959
5%
1,926
MIN
1,895
RANGE
312
IQR
43.0
STD
26.4
VAR
699
KURT.
3.50
SKEW
-0.158
SUM
2.7M
61
GarageFinish
VALUES:
1,381
(95%)
MISSING:
78
(5%)
DISTINCT:
3
(<1%)
62
GarageCars
VALUES:
1,458
(>99%)
MISSING:
1
(<1%)
DISTINCT:
6
(<1%)
63
GarageArea
VALUES:
1,458
(>99%)
MISSING:
1
(<1%)
DISTINCT:
459
(31%)
ZEROES:
76
(5%)
MAX
1,488
95%
864
Q3
576
MEDIAN
480
AVG
473
Q1
318
5%
0
MIN
0
RANGE
1,488
IQR
258
STD
217
VAR
47,110
KURT.
0.967
SKEW
0.300
SUM
689k
64
GarageQual
VALUES:
1,381
(95%)
MISSING:
78
(5%)
DISTINCT:
4
(<1%)
65
GarageCond
VALUES:
1,381
(95%)
MISSING:
78
(5%)
DISTINCT:
5
(<1%)
66
PavedDrive
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
67
WoodDeckSF
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
263
(18%)
ZEROES:
762
(52%)
MAX
1,424
95%
319
Q3
168
AVG
93
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,424
IQR
168
STD
128
VAR
16,319
KURT.
10.2
SKEW
2.13
SUM
136k
68
OpenPorchSF
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
203
(14%)
ZEROES:
642
(44%)
MAX
742
95%
189
Q3
72
AVG
48
MEDIAN
28
Q1
0
5%
0
MIN
0
RANGE
742
IQR
72.0
STD
68.9
VAR
4,745
KURT.
13.0
SKEW
2.69
SUM
70,490
69
EnclosedPorch
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
131
(9%)
ZEROES:
1,208
(83%)
MAX
1,012
95%
169
Q3
0
AVG
24
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,012
IQR
0.00
STD
67.2
VAR
4,520
KURT.
40.1
SKEW
4.67
SUM
35,371
70
3SsnPorch
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
13
(<1%)
ZEROES:
1,446
(>99%)
MAX
360
95%
0
Q3
0
AVG
2
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
360
IQR
0.00
STD
20.2
VAR
408
KURT.
170
SKEW
12.5
SUM
2,618
71
ScreenPorch
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
75
(5%)
ZEROES:
1,319
(90%)
MAX
576
95%
162
Q3
0
AVG
17
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
576
IQR
0.00
STD
56.6
VAR
3,205
KURT.
17.2
SKEW
3.79
SUM
24,897
72
PoolArea
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
73
PoolQC
VALUES:
3
(<1%)
MISSING:
1,456
(>99%)
DISTINCT:
2
(<1%)
2
67%
-
-
Ex
1
33%
-
-
Gd
74
Fence
VALUES:
290
(20%)
MISSING:
1,169
(80%)
DISTINCT:
4
(<1%)
75
MiscFeature
VALUES:
51
(3%)
MISSING:
1,408
(97%)
DISTINCT:
3
(<1%)
76
MiscVal
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
26
(2%)
ZEROES:
1,408
(97%)
MAX
17,000
95%
0
Q3
0
AVG
58
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
17,000
IQR
0.00
STD
631
VAR
398k
KURT.
472
SKEW
20.1
SUM
84,867
77
MoSold
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
12.0
95%
11.0
Q3
8.0
AVG
6.1
MEDIAN
6.0
Q1
4.0
5%
2.0
MIN
1.0
RANGE
11.0
IQR
4.00
STD
2.72
VAR
7.41
KURT.
-0.508
SKEW
0.183
SUM
8,906
78
YrSold
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
79
SaleType
VALUES:
1,458
(>99%)
MISSING:
1
(<1%)
DISTINCT:
9
(<1%)
80
SaleCondition
VALUES:
1,459
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MoSold
0.14
YearRemodAdd
-0.08
YearBuilt
-0.06
GarageYrBlt
-0.05
LotArea
0.05
GarageArea
-0.05
BsmtFinSF1
-0.05
TotalBsmtSF
-0.04
3SsnPorch
-0.03
ScreenPorch
0.03
GrLivArea
-0.03
MasVnrArea
-0.02
EnclosedPorch
0.02
LowQualFinSF
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
0.98
Neighborhood
0.25
SaleType
0.16
SaleCondition
0.16
Exterior2nd
0.13
OverallCond
0.12
OverallQual
0.10
MSZoning
0.10
Exterior1st
0.09
FullBath
0.09
Condition1
0.08
Functional
0.08
BsmtExposure
0.08
Fireplaces
0.08
MOST FREQUENT VALUES
1461
1
<0.1%
2441
1
<0.1%
2439
1
<0.1%
2438
1
<0.1%
2437
1
<0.1%
2436
1
<0.1%
2435
1
<0.1%
2434
1
<0.1%
2433
1
<0.1%
2432
1
<0.1%
2431
1
<0.1%
2430
1
<0.1%
2429
1
<0.1%
2428
1
<0.1%
2427
1
<0.1%
SMALLEST VALUES
1461
1
<0.1%
1462
1
<0.1%
1463
1
<0.1%
1464
1
<0.1%
1465
1
<0.1%
1466
1
<0.1%
1467
1
<0.1%
1468
1
<0.1%
1469
1
<0.1%
1470
1
<0.1%
1471
1
<0.1%
1472
1
<0.1%
1473
1
<0.1%
1474
1
<0.1%
1475
1
<0.1%
LARGEST VALUES
2919
1
<0.1%
2918
1
<0.1%
2917
1
<0.1%
2916
1
<0.1%
2915
1
<0.1%
2914
1
<0.1%
2913
1
<0.1%
2912
1
<0.1%
2911
1
<0.1%
2910
1
<0.1%
2909
1
<0.1%
2908
1
<0.1%
2907
1
<0.1%
2906
1
<0.1%
2905
1
<0.1%
MSSubClass
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
-0.45
LotArea
-0.36
2ndFlrSF
0.31
1stFlrSF
-0.25
TotalBsmtSF
-0.20
BsmtUnfSF
-0.11
GarageArea
-0.11
GarageYrBlt
0.09
BsmtFinSF2
-0.08
ScreenPorch
-0.07
GrLivArea
0.07
BsmtFinSF1
-0.06
YearRemodAdd
0.05
MiscVal
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
0.86
Neighborhood
0.53
HouseStyle
0.49
MSZoning
0.35
Exterior2nd
0.28
KitchenAbvGr
0.25
Exterior1st
0.23
GarageType
0.23
BedroomAbvGr
0.21
GarageCars
0.21
Alley
0.19
HalfBath
0.18
OverallQual
0.17
FullBath
0.16
MOST FREQUENT VALUES
20
543
37.2%
60
276
18.9%
50
143
9.8%
120
95
6.5%
30
70
4.8%
70
68
4.7%
160
65
4.5%
80
60
4.1%
90
57
3.9%
190
31
2.1%
85
28
1.9%
75
7
0.5%
180
7
0.5%
45
6
0.4%
40
2
0.1%
SMALLEST VALUES
20
543
37.2%
30
70
4.8%
40
2
0.1%
45
6
0.4%
50
143
9.8%
60
276
18.9%
70
68
4.7%
75
7
0.5%
80
60
4.1%
85
28
1.9%
90
57
3.9%
120
95
6.5%
150
1
<0.1%
160
65
4.5%
180
7
0.5%
LARGEST VALUES
190
31
2.1%
180
7
0.5%
160
65
4.5%
150
1
<0.1%
120
95
6.5%
90
57
3.9%
85
28
1.9%
80
60
4.1%
75
7
0.5%
70
68
4.7%
60
276
18.9%
50
143
9.8%
45
6
0.4%
40
2
0.1%
30
70
4.8%
MSZoning
MISSING:
4
(<1%)
TOP CATEGORIES
RL
1,114
77%
RM
242
17%
FV
74
5%
C (all)
15
1%
RH
10
<1%
ALL
1,455
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MSZoning
PROVIDES INFORMATION ON...
Street
0.38
Utilities
0.32
Alley
0.31
Neighborhood
0.18
PavedDrive
0.15
GarageCond
0.11
GarageQual
0.11
Foundation
0.11
CentralAir
0.10
GarageType
0.10
BldgType
0.10
ExterQual
0.09
Heating
0.09
BsmtQual
0.08

THESE FEATURES
GIVE INFORMATION
ON MSZoning:
Neighborhood
0.71
Exterior1st
0.16
Foundation
0.16
GarageType
0.15
Exterior2nd
0.15
OverallQual
0.13
Alley
0.13
BsmtQual
0.13
GarageFinish
0.11
ExterQual
0.11
OverallCond
0.10
GarageCars
0.10
BldgType
0.09
HouseStyle
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSZoning
CORRELATION RATIO WITH...
YearBuilt
0.53
LotArea
0.43
MSSubClass
0.35
GarageArea
0.33
YearRemodAdd
0.32
TotalBsmtSF
0.32
1stFlrSF
0.31
GarageYrBlt
0.28
OpenPorchSF
0.23
BsmtFinSF1
0.21
EnclosedPorch
0.20
WoodDeckSF
0.18
GrLivArea
0.18
LotFrontage
0.15
LotFrontage
MISSING:
227
(16%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotArea
0.64
1stFlrSF
0.46
MSSubClass
-0.45
GarageArea
0.38
GrLivArea
0.36
TotRmsAbvGrd
0.34
TotalBsmtSF
0.32
MasVnrArea
0.25
BsmtFinSF1
0.20
OpenPorchSF
0.18
WoodDeckSF
0.16
YearBuilt
0.12
ScreenPorch
0.11
YearRemodAdd
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.34
BldgType
0.30
LotConfig
0.25
GarageCars
0.23
OverallQual
0.22
LotShape
0.20
FireplaceQu
0.19
BsmtQual
0.19
KitchenQual
0.18
ExterQual
0.16
SaleCondition
0.16
SaleType
0.16
MSZoning
0.15
Exterior1st
0.14
MOST FREQUENT VALUES
60.0
133
10.8%
80.0
68
5.5%
70.0
63
5.1%
50.0
60
4.9%
75.0
52
4.2%
65.0
49
4.0%
85.0
36
2.9%
63.0
30
2.4%
24.0
30
2.4%
21.0
27
2.2%
68.0
25
2.0%
74.0
24
1.9%
64.0
24
1.9%
90.0
23
1.9%
72.0
22
1.8%
SMALLEST VALUES
21.0
27
2.2%
22.0
1
<0.1%
24.0
30
2.4%
25.0
1
<0.1%
26.0
3
0.2%
28.0
1
<0.1%
30.0
5
0.4%
31.0
1
<0.1%
32.0
3
0.2%
33.0
2
0.2%
34.0
6
0.5%
35.0
10
0.8%
36.0
2
0.2%
37.0
2
0.2%
38.0
3
0.2%
LARGEST VALUES
200.0
1
<0.1%
195.0
1
<0.1%
160.0
2
0.2%
155.0
1
<0.1%
150.0
1
<0.1%
149.0
1
<0.1%
140.0
1
<0.1%
136.0
1
<0.1%
135.0
1
<0.1%
134.0
1
<0.1%
133.0
1
<0.1%
131.0
1
<0.1%
130.0
2
0.2%
129.0
2
0.2%
128.0
2
0.2%
LotArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.64
1stFlrSF
0.46
GrLivArea
0.37
MSSubClass
-0.36
GarageArea
0.32
TotRmsAbvGrd
0.29
TotalBsmtSF
0.28
MasVnrArea
0.19
BsmtFinSF1
0.19
OpenPorchSF
0.16
WoodDeckSF
0.16
MiscVal
0.14
EnclosedPorch
0.10
ScreenPorch
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.47
BldgType
0.44
MSZoning
0.43
Fireplaces
0.30
GarageCars
0.28
LotShape
0.27
GarageType
0.27
Functional
0.25
Exterior2nd
0.23
BedroomAbvGr
0.23
FireplaceQu
0.23
OverallQual
0.22
Exterior1st
0.22
BsmtExposure
0.21
MOST FREQUENT VALUES
9600
20
1.4%
7200
18
1.2%
6000
17
1.2%
9000
15
1.0%
7500
12
0.8%
10800
11
0.8%
6240
10
0.7%
7000
9
0.6%
6120
9
0.6%
1680
8
0.5%
10320
7
0.5%
9750
7
0.5%
8000
7
0.5%
8400
7
0.5%
10400
6
0.4%
SMALLEST VALUES
1470
1
<0.1%
1476
1
<0.1%
1477
1
<0.1%
1484
1
<0.1%
1488
1
<0.1%
1495
1
<0.1%
1504
1
<0.1%
1526
1
<0.1%
1533
2
0.1%
1596
1
<0.1%
1612
1
<0.1%
1680
8
0.5%
1700
1
<0.1%
1733
1
<0.1%
1782
1
<0.1%
LARGEST VALUES
56600
1
<0.1%
51974
1
<0.1%
50102
1
<0.1%
47280
1
<0.1%
47007
1
<0.1%
43500
1
<0.1%
41600
1
<0.1%
39384
1
<0.1%
39290
1
<0.1%
33983
1
<0.1%
33120
1
<0.1%
31250
1
<0.1%
31220
1
<0.1%
27697
1
<0.1%
26400
1
<0.1%
Street
MISSING:
---
TOP CATEGORIES
Pave
1,453
>99%
Grvl
6
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Street
PROVIDES INFORMATION ON...
Utilities
0.28
PavedDrive
0.02
MSZoning
0.01
SaleCondition
0.01
BsmtCond
0.01
ExterCond
0.01
LandContour
0.01
CentralAir
0.00
Functional
0.00
Condition1
0.00
ExterQual
0.00
FullBath
0.00
Neighborhood
0.00
BsmtQual
0.00

THESE FEATURES
GIVE INFORMATION
ON Street:
Neighborhood
0.43
MSZoning
0.38
PavedDrive
0.35
OverallQual
0.24
SaleCondition
0.17
BsmtQual
0.17
Exterior1st
0.15
BsmtFinType1
0.15
Exterior2nd
0.14
ExterQual
0.13
MasVnrType
0.13
FullBath
0.12
KitchenQual
0.11
BsmtCond
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Street
CORRELATION RATIO WITH...
YearBuilt
0.10
EnclosedPorch
0.10
YearRemodAdd
0.10
GrLivArea
0.08
TotalBsmtSF
0.06
1stFlrSF
0.06
TotRmsAbvGrd
0.06
GarageArea
0.05
BsmtFinSF1
0.05
GarageYrBlt
0.04
WoodDeckSF
0.04
LotFrontage
0.04
MoSold
0.03
2ndFlrSF
0.03
Alley
MISSING:
1,352
(93%)
TOP CATEGORIES
Grvl
70
65%
Pave
37
35%
ALL
107
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Alley
PROVIDES INFORMATION ON...
MSZoning
0.13
PavedDrive
0.05
Neighborhood
0.05
GarageType
0.04
BldgType
0.04
Electrical
0.04
Foundation
0.04
CentralAir
0.03
GarageCond
0.03
GarageQual
0.03
BsmtQual
0.03
MasVnrType
0.03
ExterQual
0.02
BsmtFinType1
0.02

THESE FEATURES
GIVE INFORMATION
ON Alley:
Neighborhood
0.47
MSZoning
0.31
GarageType
0.16
Exterior2nd
0.13
Exterior1st
0.13
Foundation
0.12
BsmtFinType1
0.12
BsmtQual
0.11
BldgType
0.09
OverallCond
0.09
GarageFinish
0.08
MasVnrType
0.08
HouseStyle
0.08
OverallQual
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Alley
CORRELATION RATIO WITH...
YearBuilt
0.38
EnclosedPorch
0.21
MSSubClass
0.19
OpenPorchSF
0.17
BsmtFinSF1
0.16
YearRemodAdd
0.16
LotArea
0.16
1stFlrSF
0.14
GarageYrBlt
0.13
TotalBsmtSF
0.13
GarageArea
0.13
MasVnrArea
0.12
WoodDeckSF
0.11
LowQualFinSF
0.11
LotShape
MISSING:
---
TOP CATEGORIES
Reg
934
64%
IR1
484
33%
IR2
35
2%
IR3
6
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotShape
PROVIDES INFORMATION ON...
LotConfig
0.08
PoolArea
0.08
GarageType
0.06
PavedDrive
0.06
MSZoning
0.06
GarageCond
0.05
BsmtQual
0.05
Electrical
0.05
Neighborhood
0.05
GarageQual
0.05
GarageFinish
0.05
Alley
0.05
FullBath
0.05
GarageCars
0.05

THESE FEATURES
GIVE INFORMATION
ON LotShape:
Neighborhood
0.20
GarageType
0.09
LotConfig
0.09
OverallQual
0.08
BsmtQual
0.08
GarageFinish
0.08
GarageCars
0.07
MSZoning
0.06
Foundation
0.06
Exterior2nd
0.05
FullBath
0.05
Exterior1st
0.05
ExterQual
0.05
HouseStyle
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotShape
CORRELATION RATIO WITH...
YearBuilt
0.34
LotArea
0.27
GarageArea
0.26
YearRemodAdd
0.24
GrLivArea
0.24
TotalBsmtSF
0.22
1stFlrSF
0.22
LotFrontage
0.20
BsmtFinSF1
0.19
WoodDeckSF
0.18
GarageYrBlt
0.16
TotRmsAbvGrd
0.15
MasVnrArea
0.15
OpenPorchSF
0.11
LandContour
MISSING:
---
TOP CATEGORIES
Lvl
1,311
90%
HLS
70
5%
Bnk
54
4%
Low
24
2%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandContour
PROVIDES INFORMATION ON...
LandSlope
0.38
PoolArea
0.21
Utilities
0.13
RoofMatl
0.11
Condition2
0.10
Street
0.08
Heating
0.07
Neighborhood
0.05
Functional
0.04
BsmtExposure
0.03
CentralAir
0.03
ExterQual
0.03
LotShape
0.02
RoofStyle
0.02

THESE FEATURES
GIVE INFORMATION
ON LandContour:
Neighborhood
0.31
LandSlope
0.16
BsmtExposure
0.08
OverallQual
0.08
Exterior1st
0.07
BsmtQual
0.06
Exterior2nd
0.06
ExterQual
0.06
KitchenQual
0.05
LotShape
0.04
Fireplaces
0.04
GarageFinish
0.04
FireplaceQu
0.04
BsmtFinType1
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandContour
CORRELATION RATIO WITH...
LotArea
0.21
YearBuilt
0.19
WoodDeckSF
0.16
1stFlrSF
0.15
BsmtFinSF1
0.15
TotalBsmtSF
0.14
GrLivArea
0.13
YearRemodAdd
0.12
TotRmsAbvGrd
0.12
GarageArea
0.12
MasVnrArea
0.11
ScreenPorch
0.11
MiscVal
0.11
BsmtFinSF2
0.11
Utilities
MISSING:
2
(<1%)
TOP CATEGORIES
AllPub
1,457
100%
ALL
1,457
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Utilities
PROVIDES INFORMATION ON...
Street
0.11
Functional
0.01
Electrical
0.01
MiscFeature
0.01
MSZoning
0.00
OverallCond
0.00
SaleType
0.00
CentralAir
0.00
ExterCond
0.00
LandContour
0.00
BsmtCond
0.00
ExterQual
0.00
BsmtFinType2
0.00
LotConfig
0.00

THESE FEATURES
GIVE INFORMATION
ON Utilities:
OverallCond
0.52
Functional
0.40
Electrical
0.36
OverallQual
0.33
MSZoning
0.32
Exterior2nd
0.32
Neighborhood
0.31
Exterior1st
0.28
Street
0.28
BsmtFinType1
0.22
ExterQual
0.22
SaleType
0.21
BsmtQual
0.19
LotConfig
0.17

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Utilities
CORRELATION RATIO WITH...
LotArea
0.12
YearRemodAdd
0.06
YearBuilt
0.05
BsmtFinSF1
0.04
2ndFlrSF
0.03
MoSold
0.03
MSSubClass
0.03
EnclosedPorch
0.03
GrLivArea
0.03
Id
0.02
BsmtUnfSF
0.02
TotRmsAbvGrd
0.02
MasVnrArea
0.02
OpenPorchSF
0.02
LotConfig
MISSING:
---
TOP CATEGORIES
Inside
1,081
74%
Corner
248
17%
CulDSac
82
6%
FR2
38
3%
FR3
10
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotConfig
PROVIDES INFORMATION ON...
Utilities
0.17
PoolArea
0.12
LotShape
0.09
Condition2
0.07
Condition1
0.05
BldgType
0.04
Alley
0.03
Heating
0.03
MSZoning
0.03
Neighborhood
0.02
BsmtHalfBath
0.02
GarageCond
0.02
RoofMatl
0.02
BsmtQual
0.02

THESE FEATURES
GIVE INFORMATION
ON LotConfig:
Neighborhood
0.09
LotShape
0.08
Exterior2nd
0.04
Condition1
0.04
BldgType
0.03
BsmtQual
0.03
MSZoning
0.03
Exterior1st
0.02
BsmtFinType1
0.02
GarageType
0.02
GarageCars
0.02
OverallQual
0.02
HouseStyle
0.02
FireplaceQu
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotConfig
CORRELATION RATIO WITH...
LotFrontage
0.25
LotArea
0.21
YearBuilt
0.14
GarageArea
0.13
MSSubClass
0.13
WoodDeckSF
0.13
1stFlrSF
0.12
GrLivArea
0.11
BsmtFinSF1
0.11
BsmtFinSF2
0.10
BsmtUnfSF
0.09
MasVnrArea
0.09
TotRmsAbvGrd
0.09
YearRemodAdd
0.08
LandSlope
MISSING:
---
TOP CATEGORIES
Gtl
1,396
96%
Mod
60
4%
Sev
3
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandSlope
PROVIDES INFORMATION ON...
LandContour
0.16
RoofMatl
0.12
PoolArea
0.07
Heating
0.06
BsmtExposure
0.02
MiscFeature
0.01
RoofStyle
0.01
Neighborhood
0.01
BsmtHalfBath
0.01
KitchenAbvGr
0.01
BedroomAbvGr
0.01
Functional
0.01
Condition2
0.01
BldgType
0.01

THESE FEATURES
GIVE INFORMATION
ON LandSlope:
LandContour
0.38
Neighborhood
0.20
BsmtExposure
0.12
BedroomAbvGr
0.07
GarageType
0.05
Exterior2nd
0.05
Exterior1st
0.05
Fireplaces
0.04
RoofMatl
0.04
BsmtFinType1
0.04
OverallQual
0.04
RoofStyle
0.04
OverallCond
0.04
FireplaceQu
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
CORRELATION RATIO WITH...
LotArea
0.14
BsmtFinSF1
0.13
BsmtUnfSF
0.10
BsmtFinSF2
0.10
ScreenPorch
0.09
WoodDeckSF
0.08
TotRmsAbvGrd
0.08
1stFlrSF
0.08
MasVnrArea
0.07
2ndFlrSF
0.07
TotalBsmtSF
0.06
MoSold
0.06
EnclosedPorch
0.05
GarageYrBlt
0.05
Neighborhood
MISSING:
---
TOP CATEGORIES
NAmes
218
15%
OldTown
126
9%
CollgCr
117
8%
Somerst
96
7%
Edwards
94
6%
NridgHt
89
6%
Gilbert
86
6%
Sawyer
77
5%
SawyerW
66
5%
Mitchel
65
4%
NWAmes
58
4%
IDOTRR
56
4%
Crawfor
52
4%
BrkSide
50
3%
Timber
34
2%
NoRidge
30
2%
StoneBr
26
2%
(Other)
119
8%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Neighborhood
PROVIDES INFORMATION ON...
MSZoning
0.71
Alley
0.47
Foundation
0.45
ExterQual
0.45
Street
0.43
BsmtQual
0.42
PoolArea
0.38
BldgType
0.36
PavedDrive
0.35
Condition2
0.34
RoofMatl
0.32
FullBath
0.31
GarageCars
0.31
KitchenQual
0.31

THESE FEATURES
GIVE INFORMATION
ON Neighborhood:
Exterior2nd
0.20
Exterior1st
0.19
MSZoning
0.18
OverallQual
0.18
BsmtQual
0.17
Foundation
0.16
ExterQual
0.13
GarageCars
0.12
GarageType
0.12
BsmtFinType1
0.11
GarageFinish
0.11
KitchenQual
0.10
HouseStyle
0.10
OverallCond
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
CORRELATION RATIO WITH...
YearBuilt
0.89
YearRemodAdd
0.68
GarageArea
0.60
1stFlrSF
0.57
TotalBsmtSF
0.57
MasVnrArea
0.55
GrLivArea
0.55
MSSubClass
0.53
LotArea
0.47
2ndFlrSF
0.46
BsmtFinSF1
0.40
TotRmsAbvGrd
0.39
GarageYrBlt
0.37
LotFrontage
0.34
Condition1
MISSING:
---
TOP CATEGORIES
Norm
1,251
86%
Feedr
83
6%
Artery
44
3%
RRAn
24
2%
PosN
20
1%
RRAe
17
1%
PosA
12
<1%
RRNe
4
<1%
RRNn
4
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition1
PROVIDES INFORMATION ON...
Condition2
0.53
PoolArea
0.14
Utilities
0.11
Street
0.11
CentralAir
0.05
Neighborhood
0.05
Electrical
0.05
RoofMatl
0.05
PavedDrive
0.04
LotConfig
0.04
BsmtQual
0.04
ExterQual
0.04
SaleType
0.04
BldgType
0.04

THESE FEATURES
GIVE INFORMATION
ON Condition1:
Neighborhood
0.24
Exterior1st
0.08
Exterior2nd
0.07
BsmtQual
0.07
OverallQual
0.07
Condition2
0.06
GarageType
0.05
FireplaceQu
0.05
LotConfig
0.05
ExterQual
0.05
BsmtFinType1
0.05
GarageFinish
0.05
Foundation
0.04
KitchenQual
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
CORRELATION RATIO WITH...
YearBuilt
0.26
GarageArea
0.17
YearRemodAdd
0.17
GrLivArea
0.16
1stFlrSF
0.16
MasVnrArea
0.16
TotalBsmtSF
0.16
LotFrontage
0.14
EnclosedPorch
0.13
GarageYrBlt
0.12
BsmtFinSF1
0.12
ScreenPorch
0.12
2ndFlrSF
0.11
TotRmsAbvGrd
0.11
Condition2
MISSING:
---
TOP CATEGORIES
Norm
1,444
99%
Feedr
7
<1%
PosA
3
<1%
Artery
3
<1%
PosN
2
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition2
PROVIDES INFORMATION ON...
Condition1
0.06
ExterQual
0.02
LandContour
0.02
RoofStyle
0.01
KitchenQual
0.01
OverallQual
0.01
BsmtExposure
0.01
BsmtQual
0.01
SaleCondition
0.01
Neighborhood
0.01
GarageCars
0.01
GarageFinish
0.01
SaleType
0.01
Fireplaces
0.01

THESE FEATURES
GIVE INFORMATION
ON Condition2:
Condition1
0.53
Neighborhood
0.34
OverallQual
0.26
ExterQual
0.21
KitchenQual
0.18
BsmtQual
0.16
BsmtExposure
0.16
GarageCars
0.13
GarageFinish
0.11
FireplaceQu
0.11
Exterior1st
0.11
RoofStyle
0.10
LandContour
0.10
GarageType
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition2
CORRELATION RATIO WITH...
1stFlrSF
0.15
TotalBsmtSF
0.14
BsmtFinSF1
0.12
GarageArea
0.10
YearBuilt
0.08
GrLivArea
0.08
YearRemodAdd
0.07
MasVnrArea
0.07
ScreenPorch
0.07
WoodDeckSF
0.06
GarageYrBlt
0.06
LotFrontage
0.06
TotRmsAbvGrd
0.06
MSSubClass
0.06
BldgType
MISSING:
---
TOP CATEGORIES
1Fam
1,205
83%
TwnhsE
113
8%
Duplex
57
4%
Twnhs
53
4%
2fmCon
31
2%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BldgType
PROVIDES INFORMATION ON...
KitchenAbvGr
0.80
Heating
0.12
BedroomAbvGr
0.11
CentralAir
0.09
Alley
0.09
MSZoning
0.09
Neighborhood
0.08
GarageCond
0.08
GarageQual
0.07
ExterQual
0.07
Electrical
0.06
RoofMatl
0.05
BsmtCond
0.05
BsmtQual
0.05

THESE FEATURES
GIVE INFORMATION
ON BldgType:
Neighborhood
0.36
KitchenAbvGr
0.22
BedroomAbvGr
0.19
Exterior2nd
0.13
Exterior1st
0.11
MSZoning
0.10
BsmtQual
0.09
GarageCars
0.09
OverallQual
0.09
GarageType
0.09
ExterQual
0.08
GarageFinish
0.08
HouseStyle
0.08
BsmtFinType1
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
CORRELATION RATIO WITH...
MSSubClass
0.86
LotArea
0.44
TotRmsAbvGrd
0.36
YearBuilt
0.31
LotFrontage
0.30
GarageYrBlt
0.30
YearRemodAdd
0.24
1stFlrSF
0.24
TotalBsmtSF
0.17
EnclosedPorch
0.16
GrLivArea
0.16
GarageArea
0.15
2ndFlrSF
0.15
BsmtUnfSF
0.12
HouseStyle
MISSING:
---
TOP CATEGORIES
1Story
745
51%
2Story
427
29%
1.5Fin
160
11%
SLvl
63
4%
SFoyer
46
3%
2.5Unf
13
<1%
1.5Unf
5
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HouseStyle
PROVIDES INFORMATION ON...
HalfBath
0.31
PoolArea
0.16
GarageType
0.13
BedroomAbvGr
0.11
Foundation
0.10
Neighborhood
0.10
Utilities
0.09
MSZoning
0.09
BsmtQual
0.09
FullBath
0.08
BsmtExposure
0.08
ExterQual
0.08
RoofStyle
0.08
Condition2
0.08

THESE FEATURES
GIVE INFORMATION
ON HouseStyle:
Neighborhood
0.23
HalfBath
0.17
GarageType
0.12
BedroomAbvGr
0.11
Exterior2nd
0.09
Exterior1st
0.09
OverallQual
0.09
Foundation
0.09
BsmtQual
0.08
BsmtExposure
0.07
BsmtFinType1
0.07
ExterQual
0.06
GarageFinish
0.06
FullBath
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
CORRELATION RATIO WITH...
2ndFlrSF
0.91
GrLivArea
0.49
MSSubClass
0.49
YearBuilt
0.47
TotRmsAbvGrd
0.46
1stFlrSF
0.44
TotalBsmtSF
0.38
YearRemodAdd
0.33
BsmtFinSF1
0.29
BsmtUnfSF
0.26
EnclosedPorch
0.22
OpenPorchSF
0.21
GarageArea
0.21
LowQualFinSF
0.20
OverallQual
MISSING:
---
TOP CATEGORIES
5
428
29%
6
357
24%
7
281
19%
8
174
12%
4
110
8%
9
64
4%
3
20
1%
10
13
<1%
2
10
<1%
1
2
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallQual
PROVIDES INFORMATION ON...
ExterQual
0.48
KitchenQual
0.35
PoolArea
0.34
Utilities
0.33
BsmtQual
0.31
Condition2
0.26
GarageCars
0.25
Street
0.24
FullBath
0.24
Foundation
0.21
CentralAir
0.21
PavedDrive
0.20
GarageCond
0.19
Neighborhood
0.18

THESE FEATURES
GIVE INFORMATION
ON OverallQual:
Neighborhood
0.30
ExterQual
0.23
BsmtQual
0.21
KitchenQual
0.20
GarageCars
0.17
Exterior2nd
0.13
Exterior1st
0.13
Foundation
0.13
BsmtFinType1
0.12
GarageFinish
0.11
FullBath
0.11
OverallCond
0.10
HeatingQC
0.10
GarageType
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
CORRELATION RATIO WITH...
YearBuilt
0.64
YearRemodAdd
0.61
TotalBsmtSF
0.60
GarageArea
0.59
GrLivArea
0.57
1stFlrSF
0.55
MasVnrArea
0.53
BsmtFinSF1
0.40
TotRmsAbvGrd
0.37
GarageYrBlt
0.32
OpenPorchSF
0.30
WoodDeckSF
0.27
2ndFlrSF
0.27
BsmtUnfSF
0.26
OverallCond
MISSING:
---
TOP CATEGORIES
5
824
56%
6
279
19%
7
185
13%
8
72
5%
4
44
3%
3
25
2%
9
19
1%
1
6
<1%
2
5
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallCond
PROVIDES INFORMATION ON...
Utilities
0.52
ExterCond
0.20
ExterQual
0.18
Foundation
0.17
Heating
0.16
BsmtQual
0.16
PoolArea
0.15
PavedDrive
0.14
Functional
0.12
FullBath
0.12
GarageCond
0.12
CentralAir
0.11
MSZoning
0.10
GarageCars
0.10

THESE FEATURES
GIVE INFORMATION
ON OverallCond:
Neighborhood
0.21
BsmtQual
0.14
OverallQual
0.13
Foundation
0.13
ExterQual
0.11
Exterior1st
0.11
Exterior2nd
0.10
GarageCars
0.09
GarageFinish
0.08
BsmtFinType1
0.08
GarageType
0.08
ExterCond
0.08
FullBath
0.07
KitchenQual
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallCond
CORRELATION RATIO WITH...
YearBuilt
0.63
YearRemodAdd
0.44
GarageArea
0.35
TotalBsmtSF
0.32
GrLivArea
0.28
GarageYrBlt
0.26
1stFlrSF
0.25
MasVnrArea
0.23
BsmtFinSF1
0.20
BsmtUnfSF
0.20
EnclosedPorch
0.18
TotRmsAbvGrd
0.18
OpenPorchSF
0.18
WoodDeckSF
0.14
YearBuilt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.84
YearRemodAdd
0.63
GarageArea
0.48
TotalBsmtSF
0.43
EnclosedPorch
-0.36
1stFlrSF
0.34
MasVnrArea
0.31
BsmtFinSF1
0.31
GrLivArea
0.29
WoodDeckSF
0.23
OpenPorchSF
0.21
TotRmsAbvGrd
0.13
LotFrontage
0.12
BsmtUnfSF
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.89
BsmtQual
0.78
Foundation
0.76
Exterior1st
0.68
Exterior2nd
0.65
OverallQual
0.64
OverallCond
0.63
ExterQual
0.63
GarageFinish
0.63
GarageType
0.62
GarageCars
0.58
KitchenQual
0.55
BsmtFinType1
0.53
MSZoning
0.53
MOST FREQUENT VALUES
2005
78
5.3%
2006
71
4.9%
2007
60
4.1%
2004
45
3.1%
2003
43
2.9%
1920
27
1.9%
1999
27
1.9%
1910
26
1.8%
2008
26
1.8%
1956
25
1.7%
1977
25
1.7%
1967
25
1.7%
1958
24
1.6%
2002
24
1.6%
2000
24
1.6%
SMALLEST VALUES
1879
1
<0.1%
1880
1
<0.1%
1890
5
0.3%
1895
3
0.2%
1896
1
<0.1%
1900
19
1.3%
1901
2
0.1%
1902
1
<0.1%
1905
2
0.1%
1907
1
<0.1%
1910
26
1.8%
1912
2
0.1%
1914
1
<0.1%
1915
14
1.0%
1916
2
0.1%
LARGEST VALUES
2010
2
0.1%
2009
7
0.5%
2008
26
1.8%
2007
60
4.1%
2006
71
4.9%
2005
78
5.3%
2004
45
3.1%
2003
43
2.9%
2002
24
1.6%
2001
15
1.0%
2000
24
1.6%
1999
27
1.9%
1998
21
1.4%
1997
21
1.4%
1996
19
1.3%
YearRemodAdd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.66
YearBuilt
0.63
GarageArea
0.38
GrLivArea
0.35
TotalBsmtSF
0.30
OpenPorchSF
0.26
1stFlrSF
0.24
EnclosedPorch
-0.24
WoodDeckSF
0.23
MasVnrArea
0.21
TotRmsAbvGrd
0.20
2ndFlrSF
0.18
BsmtFinSF1
0.18
BsmtUnfSF
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.68
ExterQual
0.65
BsmtQual
0.64
KitchenQual
0.64
Foundation
0.61
OverallQual
0.61
Exterior1st
0.60
Exterior2nd
0.59
HeatingQC
0.55
BsmtFinType1
0.52
FullBath
0.50
GarageFinish
0.48
GarageCars
0.48
OverallCond
0.44
MOST FREQUENT VALUES
1950
183
12.5%
2006
105
7.2%
2007
88
6.0%
2005
68
4.7%
2000
49
3.4%
2004
49
3.4%
2003
48
3.3%
2008
41
2.8%
1998
41
2.8%
2002
34
2.3%
1994
31
2.1%
1999
30
2.1%
2001
28
1.9%
1995
25
1.7%
1993
24
1.6%
SMALLEST VALUES
1950
183
12.5%
1951
10
0.7%
1952
10
0.7%
1953
10
0.7%
1954
14
1.0%
1955
16
1.1%
1956
20
1.4%
1957
11
0.8%
1958
19
1.3%
1959
12
0.8%
1960
17
1.2%
1961
16
1.1%
1962
12
0.8%
1963
17
1.2%
1964
15
1.0%
LARGEST VALUES
2010
7
0.5%
2009
11
0.8%
2008
41
2.8%
2007
88
6.0%
2006
105
7.2%
2005
68
4.7%
2004
49
3.4%
2003
48
3.3%
2002
34
2.3%
2001
28
1.9%
2000
49
3.4%
1999
30
2.1%
1998
41
2.8%
1997
24
1.6%
1996
23
1.6%
RoofStyle
MISSING:
---
TOP CATEGORIES
Gable
1,169
80%
Hip
265
18%
Gambrel
11
<1%
Flat
7
<1%
Mansard
4
<1%
Shed
3
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofStyle
PROVIDES INFORMATION ON...
RoofMatl
0.50
Heating
0.12
Condition2
0.10
BsmtQual
0.06
PoolArea
0.06
KitchenQual
0.05
ExterQual
0.05
LandSlope
0.04
MasVnrType
0.04
OverallQual
0.04
HouseStyle
0.04
Utilities
0.04
GarageQual
0.03
Neighborhood
0.03

THESE FEATURES
GIVE INFORMATION
ON RoofStyle:
Neighborhood
0.17
BsmtQual
0.12
OverallQual
0.12
HouseStyle
0.08
KitchenQual
0.08
Exterior2nd
0.08
ExterQual
0.07
MasVnrType
0.07
Exterior1st
0.06
RoofMatl
0.06
GarageCars
0.06
GarageType
0.05
BsmtExposure
0.05
Foundation
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofStyle
CORRELATION RATIO WITH...
1stFlrSF
0.36
TotalBsmtSF
0.34
MasVnrArea
0.33
BsmtFinSF1
0.27
GarageArea
0.22
YearBuilt
0.19
LotArea
0.17
2ndFlrSF
0.17
GrLivArea
0.16
MSSubClass
0.15
TotRmsAbvGrd
0.14
ScreenPorch
0.14
BsmtFinSF2
0.14
LotFrontage
0.14
RoofMatl
MISSING:
---
TOP CATEGORIES
CompShg
1,442
99%
Tar&Grv
12
<1%
WdShake
4
<1%
WdShngl
1
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofMatl
PROVIDES INFORMATION ON...
RoofStyle
0.06
LandSlope
0.04
KitchenAbvGr
0.02
LandContour
0.02
MiscFeature
0.02
GarageCond
0.02
BsmtHalfBath
0.01
BsmtFinType2
0.01
Functional
0.01
Fireplaces
0.01
GarageType
0.01
Exterior2nd
0.01
Exterior1st
0.01
BedroomAbvGr
0.01

THESE FEATURES
GIVE INFORMATION
ON RoofMatl:
RoofStyle
0.50
Neighborhood
0.32
Exterior2nd
0.26
Exterior1st
0.23
GarageType
0.16
BedroomAbvGr
0.14
Fireplaces
0.13
BsmtFinType2
0.13
LandSlope
0.12
BsmtExposure
0.11
BsmtFinType1
0.11
GarageCars
0.11
LandContour
0.11
GarageFinish
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofMatl
CORRELATION RATIO WITH...
BsmtFinSF2
0.18
LotArea
0.12
WoodDeckSF
0.12
GarageYrBlt
0.11
GarageArea
0.10
GrLivArea
0.09
LotFrontage
0.09
1stFlrSF
0.08
2ndFlrSF
0.08
MiscVal
0.08
TotRmsAbvGrd
0.07
MoSold
0.07
BsmtUnfSF
0.06
MasVnrArea
0.05
Exterior1st
MISSING:
1
(<1%)
TOP CATEGORIES
VinylSd
510
35%
MetalSd
230
16%
HdBoard
220
15%
Wd Sdng
205
14%
Plywood
113
8%
CemntBd
65
4%
BrkFace
37
3%
WdShing
30
2%
AsbShng
24
2%
Stucco
18
1%
BrkComm
4
<1%
AsphShn
1
<1%
CBlock
1
<1%
ALL
1,458
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior1st
PROVIDES INFORMATION ON...
Exterior2nd
0.81
PoolArea
0.29
Utilities
0.28
Heating
0.27
Foundation
0.25
RoofMatl
0.23
ExterQual
0.23
Neighborhood
0.19
BsmtQual
0.19
Electrical
0.18
MSZoning
0.16
PavedDrive
0.16
KitchenQual
0.16
CentralAir
0.16

THESE FEATURES
GIVE INFORMATION
ON Exterior1st:
Exterior2nd
0.83
Neighborhood
0.30
Foundation
0.14
OverallQual
0.12
BsmtQual
0.12
ExterQual
0.11
BsmtFinType1
0.10
HeatingQC
0.08
KitchenQual
0.08
OverallCond
0.08
GarageCars
0.07
GarageFinish
0.07
GarageType
0.06
MSZoning
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior1st
CORRELATION RATIO WITH...
YearBuilt
0.68
YearRemodAdd
0.60
GarageArea
0.36
TotalBsmtSF
0.31
EnclosedPorch
0.29
GrLivArea
0.27
GarageYrBlt
0.24
BsmtFinSF1
0.24
MSSubClass
0.23
1stFlrSF
0.23
LotArea
0.22
BsmtFinSF2
0.21
2ndFlrSF
0.21
BsmtUnfSF
0.21
Exterior2nd
MISSING:
1
(<1%)
TOP CATEGORIES
VinylSd
510
35%
MetalSd
233
16%
HdBoard
199
14%
Wd Sdng
194
13%
Plywood
128
9%
CmentBd
66
5%
Wd Shng
43
3%
BrkFace
22
2%
Stucco
21
1%
AsbShng
18
1%
Brk Cmn
15
1%
ImStucc
5
<1%
CBlock
2
<1%
AsphShn
1
<1%
Stone
1
<1%
ALL
1,458
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior2nd
PROVIDES INFORMATION ON...
Exterior1st
0.83
Utilities
0.32
RoofMatl
0.26
Heating
0.25
Foundation
0.24
PoolArea
0.23
ExterQual
0.22
Neighborhood
0.20
BsmtQual
0.18
Electrical
0.17
KitchenQual
0.15
CentralAir
0.15
MSZoning
0.15
SaleType
0.15

THESE FEATURES
GIVE INFORMATION
ON Exterior2nd:
Exterior1st
0.81
Neighborhood
0.30
Foundation
0.14
OverallQual
0.12
BsmtQual
0.11
ExterQual
0.10
BsmtFinType1
0.09
HeatingQC
0.08
KitchenQual
0.08
OverallCond
0.07
GarageCars
0.07
GarageType
0.07
GarageFinish
0.06
HouseStyle
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior2nd
CORRELATION RATIO WITH...
YearBuilt
0.65
YearRemodAdd
0.59
GarageArea
0.36
TotalBsmtSF
0.30
MSSubClass
0.28
EnclosedPorch
0.28
GrLivArea
0.28
GarageYrBlt
0.25
1stFlrSF
0.24
2ndFlrSF
0.23
LotArea
0.23
BsmtFinSF2
0.23
BsmtFinSF1
0.22
BsmtUnfSF
0.21
MasVnrType
MISSING:
16
(1%)
TOP CATEGORIES
None
878
61%
BrkFace
434
30%
Stone
121
8%
BrkCmn
10
<1%
ALL
1,443
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MasVnrType
PROVIDES INFORMATION ON...
Street
0.13
PoolArea
0.12
PavedDrive
0.11
ExterQual
0.09
CentralAir
0.09
BsmtQual
0.09
GarageCars
0.08
Condition2
0.08
Alley
0.08
Heating
0.08
Neighborhood
0.08
KitchenQual
0.07
GarageQual
0.07
OverallQual
0.07

THESE FEATURES
GIVE INFORMATION
ON MasVnrType:
Neighborhood
0.23
OverallQual
0.13
BsmtQual
0.11
GarageCars
0.10
ExterQual
0.08
Exterior1st
0.08
Exterior2nd
0.08
GarageFinish
0.08
GarageType
0.08
FireplaceQu
0.08
KitchenQual
0.08
Foundation
0.07
BsmtFinType1
0.07
BsmtExposure
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
CORRELATION RATIO WITH...
MasVnrArea
0.71
YearBuilt
0.42
TotalBsmtSF
0.41
1stFlrSF
0.39
GarageArea
0.37
BsmtFinSF1
0.31
GrLivArea
0.30
YearRemodAdd
0.27
TotRmsAbvGrd
0.19
GarageYrBlt
0.17
EnclosedPorch
0.16
WoodDeckSF
0.15
OpenPorchSF
0.14
BsmtUnfSF
0.13
MasVnrArea
MISSING:
15
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.45
TotalBsmtSF
0.43
GrLivArea
0.42
GarageArea
0.38
BsmtFinSF1
0.34
YearBuilt
0.31
TotRmsAbvGrd
0.28
GarageYrBlt
0.26
LotFrontage
0.25
YearRemodAdd
0.21
LotArea
0.19
WoodDeckSF
0.17
OpenPorchSF
0.16
EnclosedPorch
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
0.71
Neighborhood
0.55
OverallQual
0.53
GarageCars
0.44
ExterQual
0.43
BsmtQual
0.41
KitchenQual
0.40
FireplaceQu
0.33
RoofStyle
0.33
Fireplaces
0.31
GarageFinish
0.29
BsmtExposure
0.28
BsmtFinType1
0.27
FullBath
0.25
MOST FREQUENT VALUES
0.0
877
60.7%
176.0
10
0.7%
144.0
9
0.6%
120.0
8
0.6%
216.0
8
0.6%
200.0
7
0.5%
504.0
6
0.4%
198.0
6
0.4%
128.0
6
0.4%
302.0
6
0.4%
60.0
5
0.3%
203.0
5
0.3%
260.0
5
0.3%
140.0
5
0.3%
196.0
5
0.3%
SMALLEST VALUES
0.0
877
60.7%
1.0
1
<0.1%
3.0
1
<0.1%
14.0
3
0.2%
16.0
4
0.3%
18.0
1
<0.1%
20.0
4
0.3%
22.0
1
<0.1%
23.0
4
0.3%
24.0
1
<0.1%
28.0
1
<0.1%
30.0
2
0.1%
32.0
3
0.2%
36.0
1
<0.1%
38.0
1
<0.1%
LARGEST VALUES
1290.0
1
<0.1%
1224.0
2
0.1%
1159.0
1
<0.1%
1110.0
1
<0.1%
1095.0
1
<0.1%
1050.0
1
<0.1%
970.0
1
<0.1%
945.0
1
<0.1%
902.0
1
<0.1%
886.0
1
<0.1%
877.0
1
<0.1%
771.0
1
<0.1%
754.0
1
<0.1%
738.0
1
<0.1%
734.0
1
<0.1%
ExterQual
MISSING:
---
TOP CATEGORIES
TA
892
61%
Gd
491
34%
Ex
55
4%
Fa
21
1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterQual
PROVIDES INFORMATION ON...
KitchenQual
0.37
BsmtQual
0.26
OverallQual
0.23
Utilities
0.22
Foundation
0.22
Condition2
0.21
FullBath
0.19
HeatingQC
0.18
GarageCars
0.17
SaleType
0.17
CentralAir
0.15
PoolArea
0.14
Street
0.13
SaleCondition
0.13

THESE FEATURES
GIVE INFORMATION
ON ExterQual:
OverallQual
0.48
Neighborhood
0.45
KitchenQual
0.42
BsmtQual
0.36
Foundation
0.28
Exterior1st
0.23
HeatingQC
0.23
GarageCars
0.23
Exterior2nd
0.22
BsmtFinType1
0.21
FullBath
0.18
GarageFinish
0.18
OverallCond
0.18
GarageType
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterQual
CORRELATION RATIO WITH...
YearRemodAdd
0.65
YearBuilt
0.63
GarageArea
0.51
TotalBsmtSF
0.50
1stFlrSF
0.45
GrLivArea
0.44
MasVnrArea
0.43
BsmtFinSF1
0.33
OpenPorchSF
0.28
TotRmsAbvGrd
0.25
GarageYrBlt
0.24
BsmtUnfSF
0.23
WoodDeckSF
0.23
2ndFlrSF
0.21
ExterCond
MISSING:
---
TOP CATEGORIES
TA
1,256
86%
Gd
153
10%
Fa
39
3%
Ex
9
<1%
Po
2
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterCond
PROVIDES INFORMATION ON...
Utilities
0.16
Heating
0.10
Street
0.10
PoolArea
0.09
CentralAir
0.08
OverallCond
0.08
PavedDrive
0.06
GarageCond
0.05
ExterQual
0.05
Functional
0.04
BsmtCond
0.04
GarageQual
0.04
MSZoning
0.03
SaleType
0.03

THESE FEATURES
GIVE INFORMATION
ON ExterCond:
OverallCond
0.20
Neighborhood
0.14
ExterQual
0.08
Exterior1st
0.08
OverallQual
0.07
Foundation
0.07
BsmtQual
0.06
Exterior2nd
0.06
GarageType
0.05
MSZoning
0.05
PavedDrive
0.05
GarageCars
0.04
GarageFinish
0.04
GarageCond
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterCond
CORRELATION RATIO WITH...
YearBuilt
0.30
EnclosedPorch
0.18
YearRemodAdd
0.17
GarageYrBlt
0.16
BsmtUnfSF
0.14
TotalBsmtSF
0.14
BsmtFinSF2
0.11
GarageArea
0.11
3SsnPorch
0.09
1stFlrSF
0.09
BsmtFinSF1
0.09
MasVnrArea
0.08
OpenPorchSF
0.08
MoSold
0.08
Foundation
MISSING:
---
TOP CATEGORIES
PConc
661
45%
CBlock
601
41%
BrkTil
165
11%
Slab
25
2%
Stone
5
<1%
Wood
2
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Foundation
PROVIDES INFORMATION ON...
BsmtQual
0.31
ExterQual
0.28
BsmtCond
0.19
Heating
0.19
KitchenQual
0.18
FullBath
0.18
Neighborhood
0.16
HeatingQC
0.16
MSZoning
0.16
BsmtFinType1
0.15
CentralAir
0.15
Exterior1st
0.14
GarageCars
0.14
GarageFinish
0.14

THESE FEATURES
GIVE INFORMATION
ON Foundation:
Neighborhood
0.45
BsmtQual
0.34
Exterior1st
0.25
Exterior2nd
0.24
BsmtFinType1
0.24
ExterQual
0.22
OverallQual
0.21
HeatingQC
0.17
KitchenQual
0.17
OverallCond
0.17
GarageFinish
0.16
GarageCars
0.15
GarageType
0.14
FullBath
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
CORRELATION RATIO WITH...
YearBuilt
0.76
YearRemodAdd
0.61
TotalBsmtSF
0.45
GarageArea
0.40
GrLivArea
0.37
BsmtFinSF1
0.29
2ndFlrSF
0.28
BsmtUnfSF
0.28
1stFlrSF
0.27
OpenPorchSF
0.27
EnclosedPorch
0.26
MasVnrArea
0.25
TotRmsAbvGrd
0.25
WoodDeckSF
0.18
BsmtQual
MISSING:
44
(3%)
TOP CATEGORIES
TA
634
45%
Gd
591
42%
Ex
137
10%
Fa
53
4%
ALL
1,415
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtQual
PROVIDES INFORMATION ON...
ExterQual
0.36
Foundation
0.34
BsmtCond
0.31
KitchenQual
0.26
CentralAir
0.21
OverallQual
0.21
BsmtFinType2
0.21
BsmtFinType1
0.20
GarageCars
0.20
FullBath
0.20
BsmtExposure
0.20
Utilities
0.19
PoolArea
0.19
PavedDrive
0.18

THESE FEATURES
GIVE INFORMATION
ON BsmtQual:
Neighborhood
0.42
OverallQual
0.31
Foundation
0.31
BsmtFinType1
0.30
ExterQual
0.26
KitchenQual
0.22
GarageCars
0.20
Exterior1st
0.19
BsmtExposure
0.18
Exterior2nd
0.18
GarageFinish
0.17
OverallCond
0.16
GarageType
0.14
FullBath
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
CORRELATION RATIO WITH...
YearBuilt
0.78
YearRemodAdd
0.64
TotalBsmtSF
0.62
GarageArea
0.51
1stFlrSF
0.45
GrLivArea
0.45
BsmtFinSF1
0.42
MasVnrArea
0.41
TotRmsAbvGrd
0.28
WoodDeckSF
0.28
OpenPorchSF
0.26
EnclosedPorch
0.26
BsmtUnfSF
0.24
GarageYrBlt
0.22
BsmtCond
MISSING:
45
(3%)
TOP CATEGORIES
TA
1,295
92%
Fa
59
4%
Gd
57
4%
Po
3
<1%
ALL
1,414
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtCond
PROVIDES INFORMATION ON...
BsmtFinType2
0.19
Utilities
0.15
BsmtQual
0.13
BsmtExposure
0.12
Street
0.11
Heating
0.10
CentralAir
0.09
BsmtFinType1
0.09
Foundation
0.08
Functional
0.08
PoolArea
0.08
KitchenAbvGr
0.06
PavedDrive
0.06
GarageQual
0.05

THESE FEATURES
GIVE INFORMATION
ON BsmtCond:
BsmtFinType1
0.32
BsmtQual
0.31
BsmtFinType2
0.27
BsmtExposure
0.27
Foundation
0.19
Neighborhood
0.16
OverallQual
0.11
Exterior2nd
0.08
ExterQual
0.08
Exterior1st
0.08
HeatingQC
0.07
Functional
0.06
KitchenQual
0.06
MSZoning
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtCond
CORRELATION RATIO WITH...
TotalBsmtSF
0.41
3SsnPorch
0.30
YearBuilt
0.29
BsmtUnfSF
0.23
YearRemodAdd
0.21
GarageYrBlt
0.19
BsmtFinSF1
0.18
GarageArea
0.16
WoodDeckSF
0.14
EnclosedPorch
0.13
MasVnrArea
0.13
LotArea
0.11
1stFlrSF
0.11
2ndFlrSF
0.08
BsmtExposure
MISSING:
44
(3%)
TOP CATEGORIES
No
951
67%
Av
197
14%
Gd
142
10%
Mn
125
9%
ALL
1,415
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtExposure
PROVIDES INFORMATION ON...
BsmtCond
0.27
PoolArea
0.19
BsmtFinType2
0.19
BsmtQual
0.18
Utilities
0.17
Heating
0.16
Condition2
0.16
LandSlope
0.12
BsmtFinType1
0.12
RoofMatl
0.11
Foundation
0.10
BsmtFullBath
0.09
LandContour
0.08
CentralAir
0.08

THESE FEATURES
GIVE INFORMATION
ON BsmtExposure:
BsmtQual
0.20
BsmtFinType1
0.18
Neighborhood
0.14
BsmtFinType2
0.12
BsmtCond
0.12
OverallQual
0.10
Foundation
0.10
HouseStyle
0.08
BsmtFullBath
0.06
ExterQual
0.06
Exterior2nd
0.06
GarageCars
0.06
MasVnrType
0.05
GarageType
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtExposure
CORRELATION RATIO WITH...
TotalBsmtSF
0.53
BsmtFinSF1
0.44
1stFlrSF
0.37
YearBuilt
0.35
GarageArea
0.31
WoodDeckSF
0.30
MasVnrArea
0.28
YearRemodAdd
0.26
BsmtUnfSF
0.23
GrLivArea
0.21
LotArea
0.21
2ndFlrSF
0.16
LotFrontage
0.12
BsmtFinSF2
0.12
BsmtFinType1
MISSING:
42
(3%)
TOP CATEGORIES
GLQ
431
30%
Unf
421
30%
ALQ
209
15%
Rec
155
11%
BLQ
121
9%
LwQ
80
6%
ALL
1,417
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType1
PROVIDES INFORMATION ON...
BsmtFinType2
0.34
BsmtCond
0.32
BsmtFullBath
0.31
BsmtQual
0.30
Foundation
0.24
PoolArea
0.24
Utilities
0.22
ExterQual
0.21
BsmtExposure
0.18
Heating
0.18
PavedDrive
0.15
Street
0.15
CentralAir
0.15
KitchenQual
0.14

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType1:
BsmtQual
0.20
Neighborhood
0.19
Foundation
0.15
BsmtFinType2
0.14
BsmtFullBath
0.13
OverallQual
0.12
BsmtExposure
0.12
Exterior1st
0.11
ExterQual
0.10
Exterior2nd
0.10
BsmtCond
0.09
KitchenQual
0.08
GarageCars
0.07
OverallCond
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
CORRELATION RATIO WITH...
BsmtFinSF1
0.72
BsmtUnfSF
0.62
YearBuilt
0.53
YearRemodAdd
0.52
TotalBsmtSF
0.51
BsmtFinSF2
0.36
GarageArea
0.34
1stFlrSF
0.28
MasVnrArea
0.27
GrLivArea
0.25
WoodDeckSF
0.25
OpenPorchSF
0.20
2ndFlrSF
0.20
EnclosedPorch
0.19
BsmtFinSF1
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.55
1stFlrSF
0.47
BsmtUnfSF
-0.46
MasVnrArea
0.34
GarageArea
0.32
YearBuilt
0.31
WoodDeckSF
0.24
GarageYrBlt
0.23
GrLivArea
0.22
LotFrontage
0.20
2ndFlrSF
-0.19
LotArea
0.19
YearRemodAdd
0.18
MiscVal
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.72
BsmtFullBath
0.63
BsmtExposure
0.44
BsmtQual
0.42
Neighborhood
0.40
OverallQual
0.40
KitchenQual
0.33
Fireplaces
0.33
ExterQual
0.33
GarageCars
0.31
GarageType
0.31
MasVnrType
0.31
FireplaceQu
0.30
Foundation
0.29
MOST FREQUENT VALUES
0.0
462
31.7%
24.0
15
1.0%
276.0
6
0.4%
602.0
6
0.4%
300.0
5
0.3%
288.0
5
0.3%
16.0
5
0.3%
758.0
5
0.3%
500.0
4
0.3%
456.0
4
0.3%
600.0
4
0.3%
368.0
4
0.3%
476.0
4
0.3%
915.0
4
0.3%
330.0
4
0.3%
SMALLEST VALUES
0.0
462
31.7%
16.0
5
0.3%
20.0
3
0.2%
24.0
15
1.0%
28.0
2
0.1%
32.0
1
<0.1%
36.0
3
0.2%
40.0
2
0.1%
42.0
1
<0.1%
48.0
2
0.1%
51.0
1
<0.1%
52.0
2
0.1%
53.0
1
<0.1%
54.0
2
0.1%
55.0
1
<0.1%
LARGEST VALUES
4010.0
1
<0.1%
2288.0
1
<0.1%
2257.0
1
<0.1%
2158.0
1
<0.1%
2146.0
1
<0.1%
2085.0
1
<0.1%
1972.0
1
<0.1%
1965.0
1
<0.1%
1836.0
1
<0.1%
1812.0
1
<0.1%
1758.0
1
<0.1%
1733.0
1
<0.1%
1732.0
1
<0.1%
1728.0
1
<0.1%
1684.0
1
<0.1%
BsmtFinType2
MISSING:
42
(3%)
TOP CATEGORIES
Unf
1,237
87%
Rec
51
4%
LwQ
41
3%
BLQ
35
2%
ALQ
33
2%
GLQ
20
1%
ALL
1,417
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType2
PROVIDES INFORMATION ON...
BsmtCond
0.27
PoolArea
0.22
Utilities
0.15
BsmtFinType1
0.14
RoofMatl
0.13
BsmtQual
0.12
BsmtExposure
0.12
Heating
0.11
Foundation
0.09
KitchenAbvGr
0.08
Functional
0.08
CentralAir
0.07
SaleType
0.05
BsmtHalfBath
0.05

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType2:
BsmtFinType1
0.34
BsmtQual
0.21
BsmtExposure
0.19
BsmtCond
0.19
Neighborhood
0.16
Foundation
0.13
OverallQual
0.08
Exterior2nd
0.08
Exterior1st
0.07
BsmtFullBath
0.05
HeatingQC
0.05
SaleType
0.04
HouseStyle
0.04
Functional
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
CORRELATION RATIO WITH...
BsmtFinSF2
0.84
TotalBsmtSF
0.41
BsmtUnfSF
0.37
YearRemodAdd
0.20
BsmtFinSF1
0.19
WoodDeckSF
0.17
2ndFlrSF
0.16
YearBuilt
0.14
GrLivArea
0.12
GarageArea
0.12
MSSubClass
0.12
TotRmsAbvGrd
0.12
MasVnrArea
0.12
GarageYrBlt
0.11
BsmtFinSF2
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtUnfSF
-0.27
WoodDeckSF
0.13
2ndFlrSF
-0.10
MSSubClass
-0.08
TotalBsmtSF
0.08
1stFlrSF
0.07
TotRmsAbvGrd
-0.06
BsmtFinSF1
-0.06
YearRemodAdd
-0.06
LotArea
0.05
GarageYrBlt
-0.05
LotFrontage
0.05
ScreenPorch
0.04
MasVnrArea
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
0.84
BsmtFinType1
0.36
Neighborhood
0.30
Exterior2nd
0.23
Exterior1st
0.21
BedroomAbvGr
0.19
RoofMatl
0.18
BsmtFullBath
0.17
SaleType
0.16
FullBath
0.16
Foundation
0.15
RoofStyle
0.14
HouseStyle
0.14
Fireplaces
0.13
MOST FREQUENT VALUES
0.0
1,278
87.7%
483.0
3
0.2%
162.0
3
0.2%
294.0
3
0.2%
144.0
2
0.1%
252.0
2
0.1%
435.0
2
0.1%
60.0
2
0.1%
247.0
2
0.1%
116.0
2
0.1%
270.0
2
0.1%
288.0
2
0.1%
596.0
2
0.1%
168.0
2
0.1%
590.0
2
0.1%
SMALLEST VALUES
0.0
1,278
87.7%
6.0
1
<0.1%
12.0
1
<0.1%
38.0
1
<0.1%
40.0
1
<0.1%
42.0
2
0.1%
46.0
1
<0.1%
48.0
1
<0.1%
52.0
1
<0.1%
60.0
2
0.1%
63.0
1
<0.1%
66.0
1
<0.1%
68.0
1
<0.1%
72.0
2
0.1%
76.0
1
<0.1%
LARGEST VALUES
1526.0
1
<0.1%
1393.0
1
<0.1%
1164.0
1
<0.1%
1083.0
1
<0.1%
1073.0
1
<0.1%
1039.0
1
<0.1%
1037.0
1
<0.1%
1020.0
1
<0.1%
982.0
1
<0.1%
981.0
1
<0.1%
956.0
1
<0.1%
955.0
1
<0.1%
915.0
1
<0.1%
912.0
1
<0.1%
904.0
1
<0.1%
BsmtUnfSF
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
-0.46
TotalBsmtSF
0.41
1stFlrSF
0.28
BsmtFinSF2
-0.27
TotRmsAbvGrd
0.24
GrLivArea
0.23
GarageYrBlt
0.15
YearRemodAdd
0.15
GarageArea
0.15
YearBuilt
0.11
OpenPorchSF
0.11
MSSubClass
-0.11
LotFrontage
0.09
ScreenPorch
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.62
BsmtFullBath
0.38
BsmtFinType2
0.37
Neighborhood
0.33
Foundation
0.28
FullBath
0.27
HouseStyle
0.26
OverallQual
0.26
SaleType
0.26
SaleCondition
0.25
BsmtQual
0.24
ExterQual
0.23
BsmtExposure
0.23
BsmtCond
0.23
MOST FREQUENT VALUES
0.0
123
8.4%
384.0
11
0.8%
624.0
8
0.5%
348.0
7
0.5%
480.0
7
0.5%
672.0
7
0.5%
738.0
7
0.5%
100.0
7
0.5%
216.0
6
0.4%
120.0
6
0.4%
784.0
6
0.4%
816.0
6
0.4%
294.0
6
0.4%
600.0
5
0.3%
832.0
5
0.3%
SMALLEST VALUES
0.0
123
8.4%
17.0
1
<0.1%
20.0
1
<0.1%
22.0
1
<0.1%
25.0
3
0.2%
27.0
1
<0.1%
28.0
1
<0.1%
30.0
5
0.3%
33.0
1
<0.1%
34.0
1
<0.1%
35.0
1
<0.1%
36.0
1
<0.1%
42.0
1
<0.1%
45.0
1
<0.1%
46.0
3
0.2%
LARGEST VALUES
2140.0
1
<0.1%
2062.0
1
<0.1%
1967.0
1
<0.1%
1958.0
1
<0.1%
1921.0
1
<0.1%
1866.0
1
<0.1%
1851.0
1
<0.1%
1836.0
1
<0.1%
1824.0
2
0.1%
1802.0
1
<0.1%
1800.0
1
<0.1%
1794.0
1
<0.1%
1765.0
1
<0.1%
1736.0
1
<0.1%
1728.0
1
<0.1%
TotalBsmtSF
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.78
BsmtFinSF1
0.55
GarageArea
0.49
GrLivArea
0.44
MasVnrArea
0.43
YearBuilt
0.43
BsmtUnfSF
0.41
GarageYrBlt
0.37
LotFrontage
0.32
YearRemodAdd
0.30
LotArea
0.28
TotRmsAbvGrd
0.28
OpenPorchSF
0.24
2ndFlrSF
-0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
0.62
OverallQual
0.60
Neighborhood
0.57
BsmtExposure
0.53
BsmtFinType1
0.51
GarageCars
0.50
ExterQual
0.50
KitchenQual
0.45
Foundation
0.45
MasVnrType
0.41
BsmtFinType2
0.41
BsmtCond
0.41
GarageType
0.39
HouseStyle
0.38
MOST FREQUENT VALUES
0.0
41
2.8%
864.0
39
2.7%
960.0
13
0.9%
546.0
12
0.8%
768.0
12
0.8%
384.0
12
0.8%
672.0
12
0.8%
1008.0
12
0.8%
912.0
11
0.8%
1040.0
11
0.8%
624.0
10
0.7%
988.0
10
0.7%
816.0
10
0.7%
600.0
9
0.6%
720.0
9
0.6%
SMALLEST VALUES
0.0
41
2.8%
160.0
1
<0.1%
173.0
1
<0.1%
192.0
1
<0.1%
216.0
2
0.1%
240.0
1
<0.1%
245.0
1
<0.1%
264.0
1
<0.1%
279.0
1
<0.1%
297.0
1
<0.1%
301.0
1
<0.1%
346.0
2
0.1%
348.0
1
<0.1%
352.0
1
<0.1%
356.0
1
<0.1%
LARGEST VALUES
5095.0
1
<0.1%
2846.0
1
<0.1%
2660.0
1
<0.1%
2630.0
1
<0.1%
2552.0
1
<0.1%
2535.0
1
<0.1%
2492.0
1
<0.1%
2461.0
1
<0.1%
2458.0
1
<0.1%
2452.0
1
<0.1%
2418.0
1
<0.1%
2320.0
1
<0.1%
2271.0
1
<0.1%
2220.0
1
<0.1%
2208.0
1
<0.1%
Heating
MISSING:
---
TOP CATEGORIES
GasA
1,446
>99%
GasW
9
<1%
Grav
2
<1%
Wall
2
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating
PROVIDES INFORMATION ON...
CentralAir
0.06
KitchenAbvGr
0.03
GarageCond
0.03
Functional
0.02
Electrical
0.02
LandSlope
0.02
HeatingQC
0.02
GarageQual
0.01
RoofStyle
0.01
ExterCond
0.01
BsmtCond
0.01
PavedDrive
0.01
SaleCondition
0.01
MiscFeature
0.01

THESE FEATURES
GIVE INFORMATION
ON Heating:
HeatingQC
0.29
Exterior1st
0.27
CentralAir
0.25
Exterior2nd
0.25
Neighborhood
0.21
Foundation
0.19
BsmtFinType1
0.18
OverallQual
0.17
GarageCond
0.17
BsmtExposure
0.16
OverallCond
0.16
GarageType
0.16
Functional
0.15
Electrical
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating
CORRELATION RATIO WITH...
OpenPorchSF
0.18
GarageYrBlt
0.16
TotRmsAbvGrd
0.15
YearBuilt
0.13
GarageArea
0.10
2ndFlrSF
0.09
TotalBsmtSF
0.09
GrLivArea
0.09
YearRemodAdd
0.09
EnclosedPorch
0.08
MSSubClass
0.07
LotArea
0.06
BsmtUnfSF
0.06
MasVnrArea
0.05
HeatingQC
MISSING:
---
TOP CATEGORIES
Ex
752
52%
TA
429
29%
Gd
233
16%
Fa
43
3%
Po
2
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HeatingQC
PROVIDES INFORMATION ON...
Heating
0.29
ExterQual
0.23
KitchenQual
0.18
CentralAir
0.17
Foundation
0.17
Utilities
0.16
PoolArea
0.15
BsmtQual
0.12
Street
0.10
SaleType
0.10
Electrical
0.10
SaleCondition
0.10
OverallQual
0.10
FullBath
0.09

THESE FEATURES
GIVE INFORMATION
ON HeatingQC:
Neighborhood
0.21
ExterQual
0.18
Foundation
0.16
KitchenQual
0.16
OverallQual
0.15
Exterior2nd
0.14
Exterior1st
0.14
BsmtQual
0.13
BsmtFinType1
0.09
GarageCars
0.08
GarageFinish
0.07
FullBath
0.06
OverallCond
0.06
SaleCondition
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HeatingQC
CORRELATION RATIO WITH...
YearRemodAdd
0.55
YearBuilt
0.47
GarageArea
0.33
GrLivArea
0.32
TotalBsmtSF
0.28
OpenPorchSF
0.25
MasVnrArea
0.21
TotRmsAbvGrd
0.20
2ndFlrSF
0.19
1stFlrSF
0.19
BsmtUnfSF
0.17
WoodDeckSF
0.16
GarageYrBlt
0.15
EnclosedPorch
0.13
CentralAir
MISSING:
---
TOP CATEGORIES
Y
1,358
93%
N
101
7%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CentralAir
PROVIDES INFORMATION ON...
Heating
0.25
PavedDrive
0.13
GarageCond
0.12
GarageQual
0.12
Electrical
0.11
Utilities
0.09
KitchenAbvGr
0.06
GarageType
0.05
GarageFinish
0.05
BsmtCond
0.05
Street
0.05
BsmtQual
0.05
ExterQual
0.04
GarageCars
0.04

THESE FEATURES
GIVE INFORMATION
ON CentralAir:
Neighborhood
0.28
GarageFinish
0.24
GarageType
0.23
GarageQual
0.22
OverallQual
0.21
PavedDrive
0.21
BsmtQual
0.21
GarageCars
0.20
GarageCond
0.19
HeatingQC
0.17
Exterior1st
0.16
Electrical
0.15
ExterQual
0.15
Foundation
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CentralAir
CORRELATION RATIO WITH...
YearBuilt
0.36
GarageYrBlt
0.33
GarageArea
0.30
YearRemodAdd
0.27
TotalBsmtSF
0.23
BsmtFinSF1
0.17
1stFlrSF
0.16
GrLivArea
0.16
MasVnrArea
0.14
EnclosedPorch
0.13
WoodDeckSF
0.13
OpenPorchSF
0.08
LotArea
0.06
BsmtFinSF2
0.06
Electrical
MISSING:
---
TOP CATEGORIES
SBrkr
1,337
92%
FuseA
94
6%
FuseF
23
2%
FuseP
5
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Electrical
PROVIDES INFORMATION ON...
Utilities
0.36
CentralAir
0.15
Heating
0.14
GarageQual
0.05
PavedDrive
0.05
GarageCond
0.05
ExterQual
0.04
BsmtQual
0.04
Alley
0.04
MSZoning
0.04
Foundation
0.03
Exterior1st
0.03
HeatingQC
0.03
Exterior2nd
0.03

THESE FEATURES
GIVE INFORMATION
ON Electrical:
Neighborhood
0.21
Exterior1st
0.18
Exterior2nd
0.17
BsmtQual
0.15
OverallQual
0.14
CentralAir
0.11
ExterQual
0.11
GarageFinish
0.11
Foundation
0.10
HeatingQC
0.10
BsmtFinType1
0.10
GarageCars
0.10
GarageType
0.09
MSZoning
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Electrical
CORRELATION RATIO WITH...
YearBuilt
0.36
YearRemodAdd
0.33
GarageArea
0.21
TotalBsmtSF
0.18
EnclosedPorch
0.17
BsmtFinSF1
0.15
GarageYrBlt
0.15
WoodDeckSF
0.15
1stFlrSF
0.14
MasVnrArea
0.13
GrLivArea
0.13
MSSubClass
0.11
TotRmsAbvGrd
0.08
OpenPorchSF
0.06
1stFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.78
GrLivArea
0.56
GarageArea
0.49
BsmtFinSF1
0.47
LotFrontage
0.46
LotArea
0.46
MasVnrArea
0.45
TotRmsAbvGrd
0.37
YearBuilt
0.34
2ndFlrSF
-0.30
GarageYrBlt
0.28
BsmtUnfSF
0.28
OpenPorchSF
0.26
MSSubClass
-0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.57
OverallQual
0.55
GarageCars
0.49
BsmtQual
0.45
ExterQual
0.45
HouseStyle
0.44
KitchenQual
0.44
FireplaceQu
0.41
GarageType
0.41
Fireplaces
0.41
MasVnrType
0.39
FullBath
0.38
BsmtExposure
0.37
RoofStyle
0.36
MOST FREQUENT VALUES
864
21
1.4%
1040
12
0.8%
546
12
0.8%
960
11
0.8%
936
10
0.7%
816
9
0.6%
768
8
0.5%
1008
8
0.5%
1152
7
0.5%
1072
7
0.5%
1358
6
0.4%
672
6
0.4%
840
6
0.4%
1055
6
0.4%
483
6
0.4%
SMALLEST VALUES
407
1
<0.1%
432
1
<0.1%
442
1
<0.1%
448
1
<0.1%
453
1
<0.1%
483
6
0.4%
492
1
<0.1%
494
1
<0.1%
498
1
<0.1%
502
1
<0.1%
516
2
0.1%
520
1
<0.1%
525
4
0.3%
526
2
0.1%
529
1
<0.1%
LARGEST VALUES
5095
1
<0.1%
3820
1
<0.1%
2726
1
<0.1%
2696
1
<0.1%
2674
1
<0.1%
2552
1
<0.1%
2522
1
<0.1%
2497
1
<0.1%
2492
1
<0.1%
2490
1
<0.1%
2470
1
<0.1%
2464
1
<0.1%
2452
1
<0.1%
2422
1
<0.1%
2365
1
<0.1%
2ndFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.62
TotRmsAbvGrd
0.55
MSSubClass
0.31
1stFlrSF
-0.30
TotalBsmtSF
-0.24
BsmtFinSF1
-0.19
YearRemodAdd
0.18
OpenPorchSF
0.16
GarageArea
0.12
GarageYrBlt
0.10
BsmtFinSF2
-0.10
WoodDeckSF
0.09
MasVnrArea
0.06
EnclosedPorch
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.91
HalfBath
0.61
BedroomAbvGr
0.53
Neighborhood
0.46
GarageType
0.40
FullBath
0.40
Foundation
0.28
OverallQual
0.27
FireplaceQu
0.26
Exterior2nd
0.23
ExterQual
0.21
GarageCars
0.21
Exterior1st
0.21
BsmtFinType1
0.20
MOST FREQUENT VALUES
0
839
57.5%
546
15
1.0%
504
8
0.5%
728
8
0.5%
886
7
0.5%
720
6
0.4%
600
6
0.4%
896
5
0.3%
601
5
0.3%
462
5
0.3%
630
5
0.3%
624
5
0.3%
672
5
0.3%
780
4
0.3%
744
4
0.3%
SMALLEST VALUES
0
839
57.5%
125
1
<0.1%
144
1
<0.1%
180
1
<0.1%
182
1
<0.1%
185
1
<0.1%
208
1
<0.1%
218
1
<0.1%
228
1
<0.1%
240
1
<0.1%
245
1
<0.1%
272
1
<0.1%
297
1
<0.1%
308
1
<0.1%
312
1
<0.1%
LARGEST VALUES
1862
1
<0.1%
1836
1
<0.1%
1788
1
<0.1%
1778
1
<0.1%
1721
1
<0.1%
1629
1
<0.1%
1619
3
0.2%
1567
1
<0.1%
1420
1
<0.1%
1407
1
<0.1%
1405
1
<0.1%
1402
1
<0.1%
1384
1
<0.1%
1377
1
<0.1%
1371
1
<0.1%
LowQualFinSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
EnclosedPorch
0.12
YearBuilt
-0.10
BsmtFinSF1
-0.07
BsmtUnfSF
0.07
TotRmsAbvGrd
0.07
GarageYrBlt
-0.07
YearRemodAdd
-0.06
GrLivArea
0.05
MoSold
0.05
MasVnrArea
-0.05
GarageArea
-0.04
LotFrontage
-0.04
2ndFlrSF
-0.04
BsmtFinSF2
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.20
SaleType
0.19
Functional
0.13
Foundation
0.13
Neighborhood
0.13
OverallQual
0.11
BsmtFinType1
0.11
Alley
0.11
Exterior2nd
0.11
Exterior1st
0.11
LandContour
0.10
GarageType
0.09
OverallCond
0.08
BsmtQual
0.08
MOST FREQUENT VALUES
0
1,445
99.0%
362
1
<0.1%
1064
1
<0.1%
431
1
<0.1%
436
1
<0.1%
259
1
<0.1%
312
1
<0.1%
108
1
<0.1%
697
1
<0.1%
512
1
<0.1%
114
1
<0.1%
205
1
<0.1%
80
1
<0.1%
140
1
<0.1%
450
1
<0.1%
SMALLEST VALUES
0
1,445
99.0%
80
1
<0.1%
108
1
<0.1%
114
1
<0.1%
140
1
<0.1%
205
1
<0.1%
259
1
<0.1%
312
1
<0.1%
362
1
<0.1%
431
1
<0.1%
436
1
<0.1%
450
1
<0.1%
512
1
<0.1%
697
1
<0.1%
1064
1
<0.1%
LARGEST VALUES
1064
1
<0.1%
697
1
<0.1%
512
1
<0.1%
450
1
<0.1%
436
1
<0.1%
431
1
<0.1%
362
1
<0.1%
312
1
<0.1%
259
1
<0.1%
205
1
<0.1%
140
1
<0.1%
114
1
<0.1%
108
1
<0.1%
80
1
<0.1%
0
1,445
99.0%
GrLivArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotRmsAbvGrd
0.79
2ndFlrSF
0.62
1stFlrSF
0.56
GarageArea
0.50
TotalBsmtSF
0.44
MasVnrArea
0.42
LotArea
0.37
LotFrontage
0.36
OpenPorchSF
0.36
YearRemodAdd
0.35
GarageYrBlt
0.32
YearBuilt
0.29
WoodDeckSF
0.26
BsmtUnfSF
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
0.64
OverallQual
0.57
GarageCars
0.57
BedroomAbvGr
0.55
Neighborhood
0.55
FireplaceQu
0.51
HouseStyle
0.49
Fireplaces
0.46
HalfBath
0.45
KitchenQual
0.45
BsmtQual
0.45
ExterQual
0.44
GarageType
0.39
Foundation
0.37
MOST FREQUENT VALUES
864
19
1.3%
1092
18
1.2%
1040
11
0.8%
1456
10
0.7%
1200
9
0.6%
936
9
0.6%
960
7
0.5%
988
6
0.4%
1728
6
0.4%
816
6
0.4%
1374
6
0.4%
1337
6
0.4%
1358
6
0.4%
1560
6
0.4%
1152
6
0.4%
SMALLEST VALUES
407
1
<0.1%
492
1
<0.1%
498
1
<0.1%
540
1
<0.1%
572
1
<0.1%
599
1
<0.1%
612
1
<0.1%
630
1
<0.1%
640
1
<0.1%
641
1
<0.1%
660
1
<0.1%
666
1
<0.1%
670
1
<0.1%
672
3
0.2%
704
1
<0.1%
LARGEST VALUES
5095
1
<0.1%
3820
1
<0.1%
3672
1
<0.1%
3500
1
<0.1%
3390
1
<0.1%
3086
1
<0.1%
3078
1
<0.1%
3005
1
<0.1%
2956
1
<0.1%
2944
1
<0.1%
2855
1
<0.1%
2840
1
<0.1%
2826
1
<0.1%
2814
1
<0.1%
2799
1
<0.1%
BsmtFullBath
MISSING:
2
(<1%)
TOP CATEGORIES
0.0
849
58%
1.0
584
40%
2.0
23
2%
3.0
1
<1%
ALL
1,457
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFullBath
PROVIDES INFORMATION ON...
KitchenAbvGr
0.17
PoolArea
0.15
BsmtFinType1
0.13
Utilities
0.07
BsmtHalfBath
0.06
RoofMatl
0.06
BsmtExposure
0.06
GarageQual
0.06
Heating
0.05
BldgType
0.05
Condition2
0.05
BsmtFinType2
0.05
BsmtCond
0.05
GarageCond
0.05

THESE FEATURES
GIVE INFORMATION
ON BsmtFullBath:
BsmtFinType1
0.31
Neighborhood
0.10
BsmtExposure
0.09
BsmtQual
0.07
HouseStyle
0.06
BedroomAbvGr
0.05
OverallQual
0.05
GarageCars
0.05
Foundation
0.05
BldgType
0.05
GarageFinish
0.05
BsmtFinType2
0.05
KitchenAbvGr
0.04
GarageType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFullBath
CORRELATION RATIO WITH...
BsmtFinSF1
0.63
BsmtUnfSF
0.38
TotalBsmtSF
0.35
1stFlrSF
0.27
YearBuilt
0.24
WoodDeckSF
0.21
GarageArea
0.21
MasVnrArea
0.20
BsmtFinSF2
0.17
2ndFlrSF
0.17
GarageYrBlt
0.17
YearRemodAdd
0.15
GrLivArea
0.13
TotRmsAbvGrd
0.13
BsmtHalfBath
MISSING:
2
(<1%)
TOP CATEGORIES
0.0
1,364
94%
1.0
91
6%
2.0
2
<1%
ALL
1,457
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtHalfBath
PROVIDES INFORMATION ON...
PoolArea
0.15
RoofMatl
0.05
KitchenAbvGr
0.05
BsmtFullBath
0.02
BsmtFinType2
0.02
LandSlope
0.02
MiscFeature
0.02
HouseStyle
0.01
Exterior1st
0.01
Exterior2nd
0.01
Functional
0.01
RoofStyle
0.01
Street
0.01
Heating
0.01

THESE FEATURES
GIVE INFORMATION
ON BsmtHalfBath:
Neighborhood
0.12
Exterior1st
0.08
Exterior2nd
0.08
BsmtFullBath
0.06
HouseStyle
0.06
BsmtFinType1
0.05
BsmtFinType2
0.05
Foundation
0.04
KitchenAbvGr
0.04
BsmtExposure
0.03
GarageCars
0.03
OverallQual
0.03
FireplaceQu
0.03
Fireplaces
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtHalfBath
CORRELATION RATIO WITH...
BsmtFinSF2
0.12
BsmtUnfSF
0.12
2ndFlrSF
0.10
BsmtFinSF1
0.09
GrLivArea
0.08
WoodDeckSF
0.08
TotRmsAbvGrd
0.08
YearRemodAdd
0.08
GarageYrBlt
0.07
MiscVal
0.07
ScreenPorch
0.06
Id
0.05
OpenPorchSF
0.05
LotFrontage
0.05
FullBath
MISSING:
---
TOP CATEGORIES
2
762
52%
1
659
45%
3
31
2%
4
4
<1%
0
3
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FullBath
PROVIDES INFORMATION ON...
ExterQual
0.18
KitchenAbvGr
0.18
GarageCars
0.17
BsmtQual
0.14
Foundation
0.14
Street
0.12
KitchenQual
0.11
OverallQual
0.11
Utilities
0.10
GarageFinish
0.09
PoolArea
0.09
Neighborhood
0.09
SaleType
0.08
GarageType
0.08

THESE FEATURES
GIVE INFORMATION
ON FullBath:
Neighborhood
0.31
GarageCars
0.24
OverallQual
0.24
BsmtQual
0.20
ExterQual
0.19
Foundation
0.18
KitchenQual
0.14
GarageFinish
0.13
Exterior2nd
0.13
Exterior1st
0.13
BsmtFinType1
0.12
OverallCond
0.12
GarageType
0.11
BedroomAbvGr
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
CORRELATION RATIO WITH...
GrLivArea
0.64
YearBuilt
0.51
TotRmsAbvGrd
0.50
YearRemodAdd
0.50
GarageArea
0.42
2ndFlrSF
0.40
1stFlrSF
0.38
TotalBsmtSF
0.36
OpenPorchSF
0.28
BsmtUnfSF
0.27
MasVnrArea
0.25
WoodDeckSF
0.20
LotArea
0.19
MSSubClass
0.16
HalfBath
MISSING:
---
TOP CATEGORIES
0
921
63%
1
525
36%
2
13
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HalfBath
PROVIDES INFORMATION ON...
HouseStyle
0.17
KitchenAbvGr
0.13
PoolArea
0.08
RoofMatl
0.07
CentralAir
0.07
Utilities
0.06
BedroomAbvGr
0.06
BldgType
0.05
Foundation
0.05
GarageType
0.05
ExterQual
0.04
Neighborhood
0.04
PavedDrive
0.04
KitchenQual
0.04

THESE FEATURES
GIVE INFORMATION
ON HalfBath:
HouseStyle
0.31
Neighborhood
0.19
BedroomAbvGr
0.10
OverallQual
0.09
GarageType
0.07
Foundation
0.07
Exterior1st
0.07
Exterior2nd
0.06
BsmtQual
0.06
GarageCars
0.06
KitchenQual
0.06
ExterQual
0.05
FireplaceQu
0.05
BldgType
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HalfBath
CORRELATION RATIO WITH...
2ndFlrSF
0.61
GrLivArea
0.45
TotRmsAbvGrd
0.35
YearBuilt
0.30
YearRemodAdd
0.25
GarageArea
0.20
MSSubClass
0.18
OpenPorchSF
0.18
MasVnrArea
0.18
WoodDeckSF
0.13
1stFlrSF
0.10
LotArea
0.08
GarageYrBlt
0.08
Id
0.07
BedroomAbvGr
MISSING:
---
TOP CATEGORIES
3
792
54%
2
384
26%
4
187
13%
1
53
4%
5
27
2%
6
14
<1%
0
2
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BedroomAbvGr
PROVIDES INFORMATION ON...
KitchenAbvGr
0.31
BldgType
0.19
PoolArea
0.19
Utilities
0.17
RoofMatl
0.14
Heating
0.12
HouseStyle
0.11
HalfBath
0.10
FullBath
0.10
Street
0.10
LandSlope
0.07
Condition2
0.06
CentralAir
0.06
BsmtFullBath
0.05

THESE FEATURES
GIVE INFORMATION
ON BedroomAbvGr:
Neighborhood
0.12
HouseStyle
0.11
BldgType
0.11
FullBath
0.07
HalfBath
0.06
KitchenAbvGr
0.05
OverallQual
0.04
GarageType
0.04
BsmtFullBath
0.03
BsmtFinType1
0.03
GarageCars
0.03
Exterior1st
0.03
Exterior2nd
0.03
BsmtQual
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
CORRELATION RATIO WITH...
TotRmsAbvGrd
0.68
GrLivArea
0.55
2ndFlrSF
0.53
LotArea
0.23
MSSubClass
0.21
BsmtUnfSF
0.21
BsmtFinSF2
0.19
GarageYrBlt
0.17
BsmtFinSF1
0.15
1stFlrSF
0.14
GarageArea
0.13
MasVnrArea
0.12
YearBuilt
0.12
LotFrontage
0.11
KitchenAbvGr
MISSING:
---
TOP CATEGORIES
1
1,393
95%
2
64
4%
0
2
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenAbvGr
PROVIDES INFORMATION ON...
BldgType
0.22
Heating
0.10
BedroomAbvGr
0.05
GarageCond
0.05
RoofMatl
0.05
CentralAir
0.04
BsmtFullBath
0.04
FullBath
0.04
HalfBath
0.04
BsmtHalfBath
0.04
GarageQual
0.03
GarageCars
0.03
BsmtCond
0.03
SaleCondition
0.02

THESE FEATURES
GIVE INFORMATION
ON KitchenAbvGr:
BldgType
0.80
BedroomAbvGr
0.31
FullBath
0.18
BsmtFullBath
0.17
GarageCars
0.17
Neighborhood
0.15
HalfBath
0.13
GarageType
0.13
GarageFinish
0.13
KitchenQual
0.12
BsmtFinType1
0.11
Fireplaces
0.11
Exterior2nd
0.10
GarageCond
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenAbvGr
CORRELATION RATIO WITH...
TotRmsAbvGrd
0.34
MSSubClass
0.25
GarageYrBlt
0.25
YearRemodAdd
0.14
GrLivArea
0.14
BsmtUnfSF
0.11
YearBuilt
0.10
BsmtFinSF1
0.09
WoodDeckSF
0.09
1stFlrSF
0.08
2ndFlrSF
0.08
GarageArea
0.08
OpenPorchSF
0.07
MasVnrArea
0.07
KitchenQual
MISSING:
1
(<1%)
TOP CATEGORIES
TA
757
52%
Gd
565
39%
Ex
105
7%
Fa
31
2%
ALL
1,458
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenQual
PROVIDES INFORMATION ON...
ExterQual
0.42
BsmtQual
0.22
OverallQual
0.20
Condition2
0.18
Foundation
0.17
HeatingQC
0.16
SaleType
0.16
GarageCars
0.14
FullBath
0.14
PoolArea
0.14
KitchenAbvGr
0.12
SaleCondition
0.12
Street
0.11
Heating
0.11

THESE FEATURES
GIVE INFORMATION
ON KitchenQual:
ExterQual
0.37
OverallQual
0.35
Neighborhood
0.31
BsmtQual
0.26
Foundation
0.18
HeatingQC
0.18
GarageCars
0.17
Exterior1st
0.16
Exterior2nd
0.15
BsmtFinType1
0.14
GarageFinish
0.12
FullBath
0.11
OverallCond
0.10
SaleType
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
CORRELATION RATIO WITH...
YearRemodAdd
0.64
YearBuilt
0.55
GarageArea
0.46
TotalBsmtSF
0.45
GrLivArea
0.45
1stFlrSF
0.44
MasVnrArea
0.40
BsmtFinSF1
0.33
TotRmsAbvGrd
0.28
OpenPorchSF
0.27
WoodDeckSF
0.24
BsmtUnfSF
0.19
LotFrontage
0.18
GarageYrBlt
0.18
TotRmsAbvGrd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.79
2ndFlrSF
0.55
1stFlrSF
0.37
LotFrontage
0.34
GarageArea
0.32
LotArea
0.29
TotalBsmtSF
0.28
MasVnrArea
0.28
OpenPorchSF
0.24
BsmtUnfSF
0.24
YearRemodAdd
0.20
GarageYrBlt
0.18
WoodDeckSF
0.15
YearBuilt
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
0.68
FullBath
0.50
HouseStyle
0.46
GarageCars
0.44
Neighborhood
0.39
OverallQual
0.37
FireplaceQu
0.36
BldgType
0.36
HalfBath
0.35
KitchenAbvGr
0.34
Fireplaces
0.30
GarageType
0.30
BsmtQual
0.28
KitchenQual
0.28
MOST FREQUENT VALUES
6
442
30.3%
7
320
21.9%
5
308
21.1%
8
160
11.0%
4
99
6.8%
9
68
4.7%
10
33
2.3%
11
14
1.0%
3
8
0.5%
12
5
0.3%
13
1
<0.1%
15
1
<0.1%
SMALLEST VALUES
3
8
0.5%
4
99
6.8%
5
308
21.1%
6
442
30.3%
7
320
21.9%
8
160
11.0%
9
68
4.7%
10
33
2.3%
11
14
1.0%
12
5
0.3%
13
1
<0.1%
15
1
<0.1%
LARGEST VALUES
15
1
<0.1%
13
1
<0.1%
12
5
0.3%
11
14
1.0%
10
33
2.3%
9
68
4.7%
8
160
11.0%
7
320
21.9%
6
442
30.3%
5
308
21.1%
4
99
6.8%
3
8
0.5%
Functional
MISSING:
2
(<1%)
TOP CATEGORIES
Typ
1,357
93%
Min2
36
2%
Min1
34
2%
Mod
20
1%
Maj1
5
<1%
Maj2
4
<1%
Sev
1
<1%
ALL
1,457
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Functional
PROVIDES INFORMATION ON...
Utilities
0.40
PoolArea
0.32
Heating
0.15
Street
0.07
BsmtCond
0.06
RoofMatl
0.05
PavedDrive
0.05
GarageCond
0.04
CentralAir
0.04
BsmtFinType2
0.04
MiscFeature
0.04
OverallCond
0.03
ExterCond
0.03
LandContour
0.03

THESE FEATURES
GIVE INFORMATION
ON Functional:
Neighborhood
0.16
Exterior1st
0.13
OverallQual
0.13
OverallCond
0.12
BsmtFinType1
0.11
Exterior2nd
0.11
BsmtQual
0.09
Foundation
0.09
BsmtCond
0.08
BsmtExposure
0.08
BsmtFinType2
0.08
ExterQual
0.06
HeatingQC
0.05
MSZoning
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Functional
CORRELATION RATIO WITH...
LotArea
0.25
EnclosedPorch
0.21
YearBuilt
0.21
TotalBsmtSF
0.16
YearRemodAdd
0.16
3SsnPorch
0.16
GarageYrBlt
0.14
LowQualFinSF
0.13
GarageArea
0.11
BsmtUnfSF
0.11
TotRmsAbvGrd
0.10
LotFrontage
0.10
2ndFlrSF
0.09
MSSubClass
0.09
Fireplaces
MISSING:
---
TOP CATEGORIES
0
730
50%
1
618
42%
2
104
7%
3
6
<1%
4
1
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fireplaces
PROVIDES INFORMATION ON...
FireplaceQu
0.56
PoolArea
0.29
RoofMatl
0.13
Utilities
0.13
KitchenAbvGr
0.11
GarageCond
0.09
Condition2
0.09
GarageType
0.08
GarageQual
0.08
GarageCars
0.08
PavedDrive
0.07
OverallQual
0.07
ExterQual
0.07
GarageFinish
0.06

THESE FEATURES
GIVE INFORMATION
ON Fireplaces:
FireplaceQu
0.75
Neighborhood
0.16
OverallQual
0.12
GarageType
0.10
GarageCars
0.09
GarageFinish
0.08
BsmtQual
0.08
ExterQual
0.06
FullBath
0.06
MasVnrType
0.06
KitchenQual
0.05
BsmtFinType1
0.05
BldgType
0.04
Exterior2nd
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplaces
CORRELATION RATIO WITH...
GrLivArea
0.46
1stFlrSF
0.41
GarageArea
0.34
BsmtFinSF1
0.33
TotalBsmtSF
0.33
MasVnrArea
0.31
TotRmsAbvGrd
0.30
LotArea
0.30
WoodDeckSF
0.29
YearBuilt
0.28
YearRemodAdd
0.25
GarageYrBlt
0.21
ScreenPorch
0.18
OpenPorchSF
0.18
FireplaceQu
MISSING:
730
(50%)
TOP CATEGORIES
Gd
364
50%
TA
279
38%
Fa
41
6%
Po
26
4%
Ex
19
3%
ALL
729
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FireplaceQu
PROVIDES INFORMATION ON...
Fireplaces
0.75
PoolArea
0.26
Condition2
0.11
ExterQual
0.11
GarageCars
0.10
GarageCond
0.10
SaleType
0.09
RoofMatl
0.09
KitchenQual
0.09
OverallQual
0.09
GarageType
0.09
Neighborhood
0.08
BsmtQual
0.08
GarageQual
0.08

THESE FEATURES
GIVE INFORMATION
ON FireplaceQu:
Fireplaces
0.56
Neighborhood
0.20
OverallQual
0.13
GarageCars
0.09
GarageType
0.08
BsmtQual
0.08
ExterQual
0.07
KitchenQual
0.07
GarageFinish
0.07
Exterior2nd
0.06
MasVnrType
0.06
Exterior1st
0.06
Foundation
0.05
FullBath
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FireplaceQu
CORRELATION RATIO WITH...
GrLivArea
0.51
1stFlrSF
0.41
GarageArea
0.37
TotalBsmtSF
0.36
TotRmsAbvGrd
0.36
MasVnrArea
0.33
BsmtFinSF1
0.30
WoodDeckSF
0.29
YearBuilt
0.28
YearRemodAdd
0.28
2ndFlrSF
0.26
LotArea
0.23
OpenPorchSF
0.22
GarageYrBlt
0.21
GarageType
MISSING:
76
(5%)
TOP CATEGORIES
Attchd
853
62%
Detchd
392
28%
BuiltIn
98
7%
Basment
17
1%
2Types
17
1%
CarPort
6
<1%
ALL
1,383
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageType
PROVIDES INFORMATION ON...
GarageCond
0.59
GarageQual
0.52
GarageFinish
0.35
PavedDrive
0.27
GarageCars
0.25
CentralAir
0.23
Alley
0.16
Heating
0.16
RoofMatl
0.16
MSZoning
0.15
PoolArea
0.14
BsmtQual
0.14
Foundation
0.14
KitchenAbvGr
0.13

THESE FEATURES
GIVE INFORMATION
ON GarageType:
GarageFinish
0.38
Neighborhood
0.30
GarageCars
0.26
GarageQual
0.21
GarageCond
0.20
OverallQual
0.15
BsmtQual
0.14
HouseStyle
0.13
Foundation
0.13
Exterior2nd
0.11
Exterior1st
0.11
MSZoning
0.10
PavedDrive
0.10
OverallCond
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageType
CORRELATION RATIO WITH...
GarageYrBlt
0.99
YearBuilt
0.62
GarageArea
0.58
YearRemodAdd
0.41
1stFlrSF
0.41
2ndFlrSF
0.40
GrLivArea
0.39
TotalBsmtSF
0.39
BsmtFinSF1
0.31
TotRmsAbvGrd
0.30
LotArea
0.27
MasVnrArea
0.25
WoodDeckSF
0.25
MSSubClass
0.23
GarageYrBlt
MISSING:
78
(5%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
0.84
YearRemodAdd
0.66
GarageArea
0.55
TotalBsmtSF
0.37
GrLivArea
0.32
EnclosedPorch
-0.30
1stFlrSF
0.28
MasVnrArea
0.26
OpenPorchSF
0.24
BsmtFinSF1
0.23
WoodDeckSF
0.22
TotRmsAbvGrd
0.18
BsmtUnfSF
0.15
2ndFlrSF
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageFinish
1.00
GarageQual
1.00
GarageCond
1.00
GarageCars
0.99
GarageType
0.99
PavedDrive
0.38
Neighborhood
0.37
CentralAir
0.33
OverallQual
0.32
BldgType
0.30
MSZoning
0.28
OverallCond
0.26
KitchenAbvGr
0.25
Exterior2nd
0.25
MOST FREQUENT VALUES
2005.0
77
5.6%
2007.0
66
4.8%
2006.0
56
4.1%
2004.0
46
3.3%
2003.0
42
3.0%
2008.0
32
2.3%
1977.0
31
2.2%
2000.0
28
2.0%
1993.0
27
2.0%
1998.0
27
2.0%
2002.0
27
2.0%
1950.0
27
2.0%
1956.0
25
1.8%
1997.0
25
1.8%
1999.0
24
1.7%
SMALLEST VALUES
1895.0
1
<0.1%
1896.0
1
<0.1%
1900.0
5
0.4%
1910.0
7
0.5%
1915.0
5
0.4%
1916.0
1
<0.1%
1917.0
2
0.1%
1918.0
1
<0.1%
1919.0
1
<0.1%
1920.0
19
1.4%
1921.0
2
0.1%
1922.0
3
0.2%
1923.0
3
0.2%
1924.0
5
0.4%
1925.0
5
0.4%
LARGEST VALUES
2207.0
1
<0.1%
2010.0
2
0.1%
2009.0
8
0.6%
2008.0
32
2.3%
2007.0
66
4.8%
2006.0
56
4.1%
2005.0
77
5.6%
2004.0
46
3.3%
2003.0
42
3.0%
2002.0
27
2.0%
2001.0
21
1.5%
2000.0
28
2.0%
1999.0
24
1.7%
1998.0
27
2.0%
1997.0
25
1.8%
GarageFinish
MISSING:
78
(5%)
TOP CATEGORIES
Unf
625
45%
RFn
389
28%
Fin
367
27%
ALL
1,381
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageFinish
PROVIDES INFORMATION ON...
GarageCond
0.60
GarageQual
0.53
GarageType
0.38
GarageCars
0.27
CentralAir
0.24
PavedDrive
0.21
ExterQual
0.18
BsmtQual
0.17
Foundation
0.16
PoolArea
0.15
Heating
0.14
FullBath
0.13
KitchenAbvGr
0.13
KitchenQual
0.12

THESE FEATURES
GIVE INFORMATION
ON GarageFinish:
GarageType
0.35
GarageCars
0.26
Neighborhood
0.26
GarageQual
0.20
GarageCond
0.19
BsmtQual
0.16
OverallQual
0.16
Foundation
0.14
ExterQual
0.13
Exterior1st
0.10
KitchenQual
0.10
Exterior2nd
0.10
OverallCond
0.09
FullBath
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageFinish
CORRELATION RATIO WITH...
GarageYrBlt
1.00
YearBuilt
0.63
GarageArea
0.61
YearRemodAdd
0.48
GrLivArea
0.37
TotalBsmtSF
0.36
1stFlrSF
0.34
MasVnrArea
0.29
BsmtFinSF1
0.27
WoodDeckSF
0.26
TotRmsAbvGrd
0.24
OpenPorchSF
0.23
EnclosedPorch
0.19
MSSubClass
0.14
GarageCars
MISSING:
1
(<1%)
TOP CATEGORIES
2.0
770
53%
1.0
407
28%
3.0
193
13%
0.0
76
5%
4.0
11
<1%
5.0
1
<1%
ALL
1,458
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCars
PROVIDES INFORMATION ON...
GarageCond
0.55
GarageQual
0.50
GarageFinish
0.26
GarageType
0.26
FullBath
0.24
ExterQual
0.23
PoolArea
0.20
CentralAir
0.20
BsmtQual
0.20
KitchenQual
0.17
OverallQual
0.17
KitchenAbvGr
0.17
Foundation
0.15
PavedDrive
0.15

THESE FEATURES
GIVE INFORMATION
ON GarageCars:
Neighborhood
0.31
GarageFinish
0.27
OverallQual
0.25
GarageType
0.25
BsmtQual
0.20
GarageQual
0.20
GarageCond
0.19
FullBath
0.17
ExterQual
0.17
Foundation
0.14
KitchenQual
0.14
Exterior1st
0.12
Exterior2nd
0.11
BsmtFinType1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
CORRELATION RATIO WITH...
GarageYrBlt
0.99
GarageArea
0.90
YearBuilt
0.58
GrLivArea
0.57
TotalBsmtSF
0.50
1stFlrSF
0.49
YearRemodAdd
0.48
MasVnrArea
0.44
TotRmsAbvGrd
0.44
BsmtFinSF1
0.31
LotArea
0.28
WoodDeckSF
0.26
LotFrontage
0.23
OpenPorchSF
0.22
GarageArea
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.55
GrLivArea
0.50
1stFlrSF
0.49
TotalBsmtSF
0.49
YearBuilt
0.48
YearRemodAdd
0.38
LotFrontage
0.38
MasVnrArea
0.38
BsmtFinSF1
0.32
TotRmsAbvGrd
0.32
LotArea
0.32
WoodDeckSF
0.25
OpenPorchSF
0.22
BsmtUnfSF
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
0.90
GarageFinish
0.61
Neighborhood
0.60
OverallQual
0.59
GarageType
0.58
GarageQual
0.55
GarageCond
0.54
BsmtQual
0.51
ExterQual
0.51
KitchenQual
0.46
FullBath
0.42
Foundation
0.40
MasVnrType
0.37
FireplaceQu
0.37
MOST FREQUENT VALUES
0.0
76
5.2%
576.0
50
3.4%
440.0
47
3.2%
484.0
34
2.3%
400.0
33
2.3%
528.0
32
2.2%
240.0
31
2.1%
480.0
30
2.1%
308.0
28
1.9%
264.0
27
1.9%
288.0
23
1.6%
336.0
17
1.2%
506.0
14
1.0%
280.0
14
1.0%
462.0
13
0.9%
SMALLEST VALUES
0.0
76
5.2%
100.0
1
<0.1%
160.0
1
<0.1%
162.0
2
0.1%
164.0
1
<0.1%
180.0
7
0.5%
184.0
1
<0.1%
185.0
1
<0.1%
195.0
3
0.2%
200.0
7
0.5%
205.0
1
<0.1%
207.0
1
<0.1%
209.0
1
<0.1%
210.0
1
<0.1%
215.0
3
0.2%
LARGEST VALUES
1488.0
1
<0.1%
1348.0
1
<0.1%
1314.0
1
<0.1%
1231.0
1
<0.1%
1200.0
1
<0.1%
1184.0
1
<0.1%
1174.0
1
<0.1%
1154.0
1
<0.1%
1150.0
1
<0.1%
1138.0
1
<0.1%
1110.0
1
<0.1%
1105.0
1
<0.1%
1092.0
1
<0.1%
1085.0
1
<0.1%
1041.0
1
<0.1%
GarageQual
MISSING:
78
(5%)
TOP CATEGORIES
TA
1,293
94%
Fa
76
6%
Gd
10
<1%
Po
2
<1%
ALL
1,381
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageQual
PROVIDES INFORMATION ON...
GarageCond
0.64
CentralAir
0.22
GarageType
0.21
GarageCars
0.20
GarageFinish
0.20
PavedDrive
0.17
PoolArea
0.11
Heating
0.11
KitchenAbvGr
0.08
MSZoning
0.07
Electrical
0.07
RoofMatl
0.05
ExterQual
0.05
Foundation
0.05

THESE FEATURES
GIVE INFORMATION
ON GarageQual:
GarageCond
0.54
GarageFinish
0.53
GarageType
0.52
GarageCars
0.50
Neighborhood
0.28
OverallQual
0.16
PavedDrive
0.15
Exterior1st
0.14
CentralAir
0.12
Foundation
0.12
Exterior2nd
0.11
MSZoning
0.11
BsmtQual
0.11
BsmtFinType1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageQual
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.55
YearBuilt
0.41
YearRemodAdd
0.24
BsmtFinSF1
0.24
TotalBsmtSF
0.24
1stFlrSF
0.23
EnclosedPorch
0.19
MasVnrArea
0.18
GrLivArea
0.18
ScreenPorch
0.16
WoodDeckSF
0.15
MSSubClass
0.14
LotArea
0.13
GarageCond
MISSING:
78
(5%)
TOP CATEGORIES
TA
1,328
96%
Fa
39
3%
Po
7
<1%
Gd
6
<1%
Ex
1
<1%
ALL
1,381
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCond
PROVIDES INFORMATION ON...
GarageQual
0.54
GarageType
0.20
GarageFinish
0.19
CentralAir
0.19
PavedDrive
0.19
GarageCars
0.19
Heating
0.17
PoolArea
0.12
KitchenAbvGr
0.10
RoofMatl
0.08
MSZoning
0.06
Electrical
0.05
Functional
0.05
Street
0.04

THESE FEATURES
GIVE INFORMATION
ON GarageCond:
GarageQual
0.64
GarageFinish
0.60
GarageType
0.59
GarageCars
0.55
Neighborhood
0.26
PavedDrive
0.19
OverallQual
0.19
CentralAir
0.12
OverallCond
0.12
Exterior2nd
0.11
MSZoning
0.11
Exterior1st
0.11
BsmtQual
0.10
FireplaceQu
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCond
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.54
YearBuilt
0.33
YearRemodAdd
0.21
TotalBsmtSF
0.18
1stFlrSF
0.18
BsmtFinSF1
0.17
GrLivArea
0.16
MasVnrArea
0.14
WoodDeckSF
0.14
MSSubClass
0.14
EnclosedPorch
0.10
ScreenPorch
0.09
LotArea
0.09
PavedDrive
MISSING:
---
TOP CATEGORIES
Y
1,301
89%
N
126
9%
P
32
2%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PavedDrive
PROVIDES INFORMATION ON...
Street
0.35
CentralAir
0.21
GarageCond
0.19
GarageQual
0.15
PoolArea
0.14
GarageType
0.10
Utilities
0.08
Heating
0.08
MSZoning
0.08
Alley
0.07
GarageFinish
0.07
BsmtQual
0.06
Electrical
0.05
Functional
0.05

THESE FEATURES
GIVE INFORMATION
ON PavedDrive:
Neighborhood
0.35
GarageType
0.27
GarageFinish
0.21
OverallQual
0.20
GarageCond
0.19
BsmtQual
0.18
GarageQual
0.17
Exterior1st
0.16
GarageCars
0.15
BsmtFinType1
0.15
MSZoning
0.15
OverallCond
0.14
Exterior2nd
0.13
CentralAir
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PavedDrive
CORRELATION RATIO WITH...
YearBuilt
0.51
GarageYrBlt
0.38
GarageArea
0.31
TotalBsmtSF
0.26
YearRemodAdd
0.26
BsmtFinSF1
0.24
EnclosedPorch
0.24
1stFlrSF
0.21
MasVnrArea
0.18
GrLivArea
0.18
WoodDeckSF
0.13
TotRmsAbvGrd
0.11
OpenPorchSF
0.10
BsmtFinSF2
0.08
WoodDeckSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.26
GarageArea
0.25
BsmtFinSF1
0.24
YearBuilt
0.23
YearRemodAdd
0.23
TotalBsmtSF
0.23
GarageYrBlt
0.22
1stFlrSF
0.22
MasVnrArea
0.17
LotArea
0.16
LotFrontage
0.16
TotRmsAbvGrd
0.15
BsmtFinSF2
0.13
EnclosedPorch
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.34
BsmtExposure
0.30
FireplaceQu
0.29
Fireplaces
0.29
BsmtQual
0.28
OverallQual
0.27
GarageFinish
0.26
GarageCars
0.26
GarageType
0.25
BsmtFinType1
0.25
KitchenQual
0.24
ExterQual
0.23
BsmtFullBath
0.21
FullBath
0.20
MOST FREQUENT VALUES
0
762
52.2%
100
38
2.6%
192
32
2.2%
168
28
1.9%
144
28
1.9%
120
22
1.5%
140
14
1.0%
200
11
0.8%
240
10
0.7%
160
9
0.6%
143
8
0.5%
280
7
0.5%
108
7
0.5%
128
7
0.5%
150
6
0.4%
SMALLEST VALUES
0
762
52.2%
4
1
<0.1%
14
1
<0.1%
16
1
<0.1%
20
1
<0.1%
22
1
<0.1%
23
1
<0.1%
24
3
0.2%
25
2
0.1%
27
1
<0.1%
28
1
<0.1%
30
1
<0.1%
32
3
0.2%
36
4
0.3%
38
1
<0.1%
LARGEST VALUES
1424
1
<0.1%
870
1
<0.1%
690
1
<0.1%
684
1
<0.1%
657
1
<0.1%
646
1
<0.1%
641
1
<0.1%
631
1
<0.1%
546
1
<0.1%
530
1
<0.1%
521
1
<0.1%
520
1
<0.1%
502
1
<0.1%
501
1
<0.1%
496
1
<0.1%
OpenPorchSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.36
1stFlrSF
0.26
YearRemodAdd
0.26
TotRmsAbvGrd
0.24
TotalBsmtSF
0.24
GarageYrBlt
0.24
GarageArea
0.22
YearBuilt
0.21
LotFrontage
0.18
LotArea
0.16
2ndFlrSF
0.16
MasVnrArea
0.16
MiscVal
0.15
BsmtFinSF1
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.33
OverallQual
0.30
ExterQual
0.28
FullBath
0.28
Foundation
0.27
KitchenQual
0.27
BsmtQual
0.26
HeatingQC
0.25
MSZoning
0.23
GarageFinish
0.23
GarageCars
0.22
FireplaceQu
0.22
HouseStyle
0.21
Exterior2nd
0.20
MOST FREQUENT VALUES
0
642
44.0%
48
29
2.0%
32
27
1.9%
40
25
1.7%
36
23
1.6%
28
21
1.4%
24
20
1.4%
50
16
1.1%
64
15
1.0%
30
15
1.0%
60
14
1.0%
84
13
0.9%
68
12
0.8%
35
12
0.8%
90
12
0.8%
SMALLEST VALUES
0
642
44.0%
6
1
<0.1%
10
1
<0.1%
11
2
0.1%
12
2
0.1%
15
1
<0.1%
16
7
0.5%
18
2
0.1%
20
12
0.8%
21
8
0.5%
22
3
0.2%
23
3
0.2%
24
20
1.4%
25
4
0.3%
26
10
0.7%
LARGEST VALUES
742
1
<0.1%
570
1
<0.1%
484
1
<0.1%
444
1
<0.1%
382
1
<0.1%
372
1
<0.1%
368
1
<0.1%
365
1
<0.1%
341
1
<0.1%
324
1
<0.1%
312
2
0.1%
304
1
<0.1%
299
1
<0.1%
278
1
<0.1%
276
1
<0.1%
EnclosedPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.36
GarageYrBlt
-0.30
YearRemodAdd
-0.24
LowQualFinSF
0.12
WoodDeckSF
-0.11
MasVnrArea
-0.11
LotArea
0.10
BsmtFinSF1
-0.10
GarageArea
-0.09
TotalBsmtSF
-0.08
1stFlrSF
-0.07
2ndFlrSF
0.05
ScreenPorch
-0.05
OpenPorchSF
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolArea
0.39
Neighborhood
0.34
Exterior1st
0.29
Exterior2nd
0.28
Foundation
0.26
BsmtQual
0.26
PavedDrive
0.24
HouseStyle
0.22
Alley
0.21
Functional
0.21
MSZoning
0.20
ExterQual
0.19
BsmtFinType1
0.19
GarageQual
0.19
MOST FREQUENT VALUES
0
1,208
82.8%
96
7
0.5%
168
7
0.5%
112
7
0.5%
144
6
0.4%
84
6
0.4%
192
5
0.3%
180
5
0.3%
60
5
0.3%
160
5
0.3%
40
5
0.3%
150
4
0.3%
116
4
0.3%
70
4
0.3%
120
4
0.3%
SMALLEST VALUES
0
1,208
82.8%
16
1
<0.1%
18
1
<0.1%
20
1
<0.1%
23
1
<0.1%
24
1
<0.1%
25
1
<0.1%
26
1
<0.1%
28
1
<0.1%
30
2
0.1%
32
2
0.1%
34
1
<0.1%
35
3
0.2%
36
3
0.2%
40
5
0.3%
LARGEST VALUES
1012
1
<0.1%
584
1
<0.1%
432
1
<0.1%
429
1
<0.1%
368
1
<0.1%
364
1
<0.1%
334
1
<0.1%
324
1
<0.1%
296
1
<0.1%
290
1
<0.1%
288
1
<0.1%
280
3
0.2%
265
1
<0.1%
264
1
<0.1%
260
1
<0.1%
3SsnPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
0.09
TotRmsAbvGrd
-0.06
2ndFlrSF
-0.05
BsmtUnfSF
-0.05
TotalBsmtSF
0.04
LotFrontage
-0.04
WoodDeckSF
0.04
MSSubClass
-0.03
1stFlrSF
0.03
EnclosedPorch
-0.03
ScreenPorch
-0.03
Id
-0.03
YearRemodAdd
0.03
GarageArea
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtCond
0.30
Neighborhood
0.19
FireplaceQu
0.17
Functional
0.16
BedroomAbvGr
0.10
OverallCond
0.10
Exterior2nd
0.10
Exterior1st
0.10
ExterCond
0.09
OverallQual
0.09
BsmtExposure
0.08
BsmtFullBath
0.08
BsmtFinType1
0.08
ExterQual
0.08
MOST FREQUENT VALUES
0
1,446
99.1%
153
2
0.1%
224
1
<0.1%
255
1
<0.1%
225
1
<0.1%
360
1
<0.1%
150
1
<0.1%
174
1
<0.1%
120
1
<0.1%
219
1
<0.1%
176
1
<0.1%
86
1
<0.1%
323
1
<0.1%
SMALLEST VALUES
0
1,446
99.1%
86
1
<0.1%
120
1
<0.1%
150
1
<0.1%
153
2
0.1%
174
1
<0.1%
176
1
<0.1%
219
1
<0.1%
224
1
<0.1%
225
1
<0.1%
255
1
<0.1%
323
1
<0.1%
360
1
<0.1%
LARGEST VALUES
360
1
<0.1%
323
1
<0.1%
255
1
<0.1%
225
1
<0.1%
224
1
<0.1%
219
1
<0.1%
176
1
<0.1%
174
1
<0.1%
153
2
0.1%
150
1
<0.1%
120
1
<0.1%
86
1
<0.1%
0
1,446
99.1%
ScreenPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
0.13
LotFrontage
0.11
1stFlrSF
0.11
LotArea
0.09
BsmtUnfSF
-0.09
GarageArea
0.07
MSSubClass
-0.07
GrLivArea
0.07
MasVnrArea
0.07
TotalBsmtSF
0.07
YearRemodAdd
-0.05
GarageYrBlt
-0.05
EnclosedPorch
-0.05
BsmtFinSF2
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.22
Fireplaces
0.18
Exterior2nd
0.16
GarageQual
0.16
Exterior1st
0.14
RoofStyle
0.14
BsmtFinType1
0.13
GarageType
0.12
FireplaceQu
0.12
Condition1
0.12
OverallQual
0.11
LandContour
0.11
BsmtFinType2
0.10
GarageFinish
0.10
MOST FREQUENT VALUES
0
1,319
90.4%
144
10
0.7%
168
7
0.5%
216
6
0.4%
192
5
0.3%
200
5
0.3%
120
4
0.3%
156
3
0.2%
225
3
0.2%
100
3
0.2%
153
3
0.2%
115
3
0.2%
195
3
0.2%
112
3
0.2%
180
3
0.2%
SMALLEST VALUES
0
1,319
90.4%
64
1
<0.1%
84
1
<0.1%
88
1
<0.1%
92
2
0.1%
94
1
<0.1%
95
1
<0.1%
100
3
0.2%
104
1
<0.1%
108
2
0.1%
109
1
<0.1%
110
2
0.1%
111
1
<0.1%
112
3
0.2%
113
1
<0.1%
LARGEST VALUES
576
1
<0.1%
490
1
<0.1%
348
1
<0.1%
342
1
<0.1%
322
1
<0.1%
288
2
0.1%
280
1
<0.1%
270
1
<0.1%
266
1
<0.1%
264
1
<0.1%
256
3
0.2%
255
2
0.1%
240
2
0.1%
231
1
<0.1%
228
1
<0.1%
PoolArea
MISSING:
---
TOP CATEGORIES
0
1,453
>99%
144
1
<1%
368
1
<1%
444
1
<1%
228
1
<1%
561
1
<1%
800
1
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PoolArea
PROVIDES INFORMATION ON...
Functional
0.03
BsmtHalfBath
0.02
LandContour
0.02
LandSlope
0.01
PavedDrive
0.01
BsmtFinType2
0.01
GarageCond
0.01
Fireplaces
0.01
Fence
0.01
GarageQual
0.01
Condition1
0.01
FireplaceQu
0.01
BsmtFullBath
0.01
OverallQual
0.01

THESE FEATURES
GIVE INFORMATION
ON PoolArea:
Neighborhood
0.38
OverallQual
0.34
Functional
0.32
Exterior1st
0.29
Fireplaces
0.29
FireplaceQu
0.26
BsmtFinType1
0.24
Exterior2nd
0.23
BsmtFinType2
0.22
LandContour
0.21
Fence
0.21
GarageCars
0.20
BsmtExposure
0.19
BsmtQual
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolArea
CORRELATION RATIO WITH...
EnclosedPorch
0.39
LotArea
0.20
1stFlrSF
0.16
WoodDeckSF
0.14
LotFrontage
0.13
TotalBsmtSF
0.12
BsmtFinSF1
0.12
GrLivArea
0.11
OpenPorchSF
0.10
ScreenPorch
0.09
MasVnrArea
0.09
GarageArea
0.09
BsmtFinSF2
0.08
MoSold
0.08
PoolQC
MISSING:
1,456
(>99%)
2
67%
-
-
Ex
1
33%
-
-
Gd
Fence
MISSING:
1,169
(80%)
TOP CATEGORIES
MnPrv
172
59%
GdPrv
59
20%
GdWo
58
20%
MnWw
1
<1%
ALL
290
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fence
PROVIDES INFORMATION ON...
PoolArea
0.21
Condition2
0.06
ExterQual
0.05
FullBath
0.05
SaleType
0.04
Foundation
0.04
BsmtQual
0.04
KitchenAbvGr
0.04
GarageCars
0.03
Neighborhood
0.03
BldgType
0.03
KitchenQual
0.03
Utilities
0.03
OverallQual
0.03

THESE FEATURES
GIVE INFORMATION
ON Fence:
Neighborhood
0.14
OverallQual
0.07
BsmtQual
0.07
ExterQual
0.07
Foundation
0.06
BsmtFinType1
0.06
FullBath
0.06
Exterior2nd
0.06
Exterior1st
0.06
GarageCars
0.06
OverallCond
0.05
KitchenQual
0.04
SaleType
0.04
BldgType
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fence
CORRELATION RATIO WITH...
YearRemodAdd
0.26
YearBuilt
0.25
GrLivArea
0.20
GarageArea
0.17
TotRmsAbvGrd
0.16
BsmtUnfSF
0.16
1stFlrSF
0.13
2ndFlrSF
0.13
TotalBsmtSF
0.12
MSSubClass
0.12
MasVnrArea
0.12
WoodDeckSF
0.11
OpenPorchSF
0.10
EnclosedPorch
0.10
MiscFeature
MISSING:
1,408
(97%)
TOP CATEGORIES
Shed
46
90%
Gar2
3
6%
Othr
2
4%
ALL
51
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MiscFeature
PROVIDES INFORMATION ON...
Utilities
0.14
RoofMatl
0.04
Heating
0.03
Functional
0.02
LandSlope
0.01
BsmtHalfBath
0.01
Condition2
0.01
Exterior1st
0.01
ExterCond
0.01
SaleCondition
0.01
Exterior2nd
0.01
ExterQual
0.01
SaleType
0.01
LandContour
0.01

THESE FEATURES
GIVE INFORMATION
ON MiscFeature:
Neighborhood
0.12
Exterior1st
0.11
Exterior2nd
0.10
OverallQual
0.07
BsmtFinType1
0.06
OverallCond
0.04
ExterQual
0.04
GarageCars
0.04
Functional
0.04
SaleCondition
0.04
FireplaceQu
0.04
Foundation
0.03
HouseStyle
0.03
BldgType
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
CORRELATION RATIO WITH...
MiscVal
0.60
OpenPorchSF
0.09
BsmtUnfSF
0.08
ScreenPorch
0.07
LotArea
0.07
YearRemodAdd
0.06
YearBuilt
0.06
GarageArea
0.06
WoodDeckSF
0.06
BsmtFinSF2
0.05
TotalBsmtSF
0.05
MSSubClass
0.05
GarageYrBlt
0.05
3SsnPorch
0.05
MiscVal
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.18
BsmtFinSF1
0.17
TotalBsmtSF
0.17
OpenPorchSF
0.15
LotArea
0.14
GrLivArea
0.13
WoodDeckSF
0.11
MasVnrArea
0.11
TotRmsAbvGrd
0.09
LotFrontage
0.07
MSSubClass
-0.05
GarageArea
0.04
2ndFlrSF
-0.02
MoSold
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.60
OverallQual
0.19
LandContour
0.11
Neighborhood
0.10
Exterior1st
0.09
Exterior2nd
0.09
ExterQual
0.08
RoofMatl
0.08
BsmtHalfBath
0.07
RoofStyle
0.07
Fireplaces
0.06
LotShape
0.06
MasVnrType
0.06
BsmtFinType1
0.05
MOST FREQUENT VALUES
0
1,408
96.5%
400
7
0.5%
500
5
0.3%
450
5
0.3%
600
4
0.3%
650
3
0.2%
2000
3
0.2%
1500
3
0.2%
3000
2
0.1%
4500
2
0.1%
700
2
0.1%
455
1
<0.1%
6500
1
<0.1%
17000
1
<0.1%
460
1
<0.1%
SMALLEST VALUES
0
1,408
96.5%
80
1
<0.1%
300
1
<0.1%
400
7
0.5%
420
1
<0.1%
450
5
0.3%
455
1
<0.1%
460
1
<0.1%
490
1
<0.1%
500
5
0.3%
600
4
0.3%
650
3
0.2%
700
2
0.1%
750
1
<0.1%
900
1
<0.1%
LARGEST VALUES
17000
1
<0.1%
12500
1
<0.1%
6500
1
<0.1%
4500
2
0.1%
3000
2
0.1%
2500
1
<0.1%
2000
3
0.2%
1512
1
<0.1%
1500
3
0.2%
1200
1
<0.1%
1000
1
<0.1%
900
1
<0.1%
750
1
<0.1%
700
2
0.1%
650
3
0.2%
MoSold
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Id
0.14
GarageArea
0.05
TotRmsAbvGrd
0.05
1stFlrSF
0.05
LowQualFinSF
0.05
GarageYrBlt
0.04
GrLivArea
0.04
ScreenPorch
0.04
3SsnPorch
0.02
TotalBsmtSF
0.02
MiscVal
0.02
YearBuilt
0.02
WoodDeckSF
0.01
BsmtFinSF1
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
0.26
Neighborhood
0.13
Exterior2nd
0.12
SaleCondition
0.11
SaleType
0.10
Exterior1st
0.10
OverallQual
0.09
GarageCars
0.09
RoofStyle
0.08
Condition1
0.08
MSZoning
0.08
BedroomAbvGr
0.08
PoolArea
0.08
KitchenQual
0.08
MOST FREQUENT VALUES
6
250
17.1%
7
212
14.5%
5
190
13.0%
4
138
9.5%
3
126
8.6%
8
111
7.6%
9
95
6.5%
10
84
5.8%
2
81
5.6%
1
64
4.4%
11
63
4.3%
12
45
3.1%
SMALLEST VALUES
1
64
4.4%
2
81
5.6%
3
126
8.6%
4
138
9.5%
5
190
13.0%
6
250
17.1%
7
212
14.5%
8
111
7.6%
9
95
6.5%
10
84
5.8%
11
63
4.3%
12
45
3.1%
LARGEST VALUES
12
45
3.1%
11
63
4.3%
10
84
5.8%
9
95
6.5%
8
111
7.6%
7
212
14.5%
6
250
17.1%
5
190
13.0%
4
138
9.5%
3
126
8.6%
2
81
5.6%
1
64
4.4%
YrSold
MISSING:
---
TOP CATEGORIES
2007
363
25%
2008
318
22%
2009
309
21%
2006
305
21%
2010
164
11%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
YrSold
PROVIDES INFORMATION ON...
PoolArea
0.17
Utilities
0.11
Condition2
0.09
SaleType
0.07
RoofMatl
0.07
Heating
0.05
SaleCondition
0.04
Functional
0.03
Condition1
0.02
MiscFeature
0.02
LandSlope
0.02
Electrical
0.02
GarageCond
0.02
MSZoning
0.02

THESE FEATURES
GIVE INFORMATION
ON YrSold:
Neighborhood
0.03
SaleType
0.03
SaleCondition
0.02
Exterior2nd
0.01
Exterior1st
0.01
Condition1
0.01
OverallQual
0.01
OverallCond
0.01
MSZoning
0.01
HouseStyle
0.01
GarageType
0.01
Functional
0.01
FullBath
0.01
KitchenQual
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
CORRELATION RATIO WITH...
Id
0.98
MoSold
0.26
YearRemodAdd
0.09
MSSubClass
0.08
GarageArea
0.07
TotRmsAbvGrd
0.06
YearBuilt
0.06
1stFlrSF
0.06
WoodDeckSF
0.06
GarageYrBlt
0.06
LotArea
0.06
LowQualFinSF
0.05
2ndFlrSF
0.05
LotFrontage
0.05
SaleType
MISSING:
1
(<1%)
TOP CATEGORIES
WD
1,258
86%
New
117
8%
COD
44
3%
ConLD
17
1%
CWD
8
<1%
Oth
4
<1%
ConLI
4
<1%
Con
3
<1%
ConLw
3
<1%
ALL
1,458
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleType
PROVIDES INFORMATION ON...
SaleCondition
0.46
Utilities
0.21
ExterQual
0.11
KitchenQual
0.09
BsmtQual
0.08
Foundation
0.07
Street
0.06
OverallQual
0.06
FullBath
0.06
Condition2
0.05
HeatingQC
0.05
GarageCars
0.05
Neighborhood
0.05
CentralAir
0.05

THESE FEATURES
GIVE INFORMATION
ON SaleType:
SaleCondition
0.53
Neighborhood
0.24
OverallQual
0.17
ExterQual
0.17
BsmtQual
0.16
KitchenQual
0.16
Exterior2nd
0.15
Exterior1st
0.14
Foundation
0.13
BsmtFinType1
0.12
GarageCars
0.10
HeatingQC
0.10
OverallCond
0.10
GarageFinish
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleType
CORRELATION RATIO WITH...
YearRemodAdd
0.37
YearBuilt
0.37
GarageArea
0.26
TotalBsmtSF
0.26
BsmtUnfSF
0.26
1stFlrSF
0.22
GrLivArea
0.21
LowQualFinSF
0.19
Id
0.16
OpenPorchSF
0.16
TotRmsAbvGrd
0.16
BsmtFinSF2
0.16
LotFrontage
0.16
MasVnrArea
0.15
SaleCondition
MISSING:
---
TOP CATEGORIES
Normal
1,204
83%
Partial
120
8%
Abnorml
89
6%
Family
26
2%
Alloca
12
<1%
AdjLand
8
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleCondition
PROVIDES INFORMATION ON...
SaleType
0.53
Street
0.17
Heating
0.12
ExterQual
0.10
CentralAir
0.09
Condition2
0.09
KitchenAbvGr
0.08
KitchenQual
0.08
Foundation
0.07
BsmtQual
0.07
HeatingQC
0.06
RoofMatl
0.06
GarageCars
0.05
Electrical
0.05

THESE FEATURES
GIVE INFORMATION
ON SaleCondition:
SaleType
0.46
Neighborhood
0.19
ExterQual
0.13
Exterior2nd
0.13
Exterior1st
0.13
OverallQual
0.12
KitchenQual
0.12
BsmtQual
0.11
Foundation
0.11
HeatingQC
0.10
GarageCars
0.09
OverallCond
0.08
GarageFinish
0.08
BsmtFinType1
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleCondition
CORRELATION RATIO WITH...
YearRemodAdd
0.37
YearBuilt
0.37
GarageArea
0.27
TotalBsmtSF
0.26
BsmtUnfSF
0.25
1stFlrSF
0.21
GrLivArea
0.19
GarageYrBlt
0.18
LotFrontage
0.16
OpenPorchSF
0.16
Id
0.16
TotRmsAbvGrd
0.15
EnclosedPorch
0.15
MasVnrArea
0.14